Feature Engineering Progress
Outcome Variable Re-Transformation
As noted in the previous memo, we originally planned to apply a log10 tranformation to our outcome variable, an index measuring how queer a ZCTA region was based on parameters defined in this dataset from data world1. However, the appearance of success from the log transformation was based off removal of 0 values, which got transformed to negative infinity. Examining the original data more closely, we find the following things:
- Calculations for
totindex(the index measure) are not always easily decipherable, and for a few ZCTAs seem to be wrong entirely - Some values are 0 when some of the queerness measures (e.g. number of same sex couples joint filing taxes) are positive
- Some zipcodes that are included in the data actually don’t have people living in them (like 20535 and 94128)
To avoid this issue, we first dropped any zipcodes with \(<100\) habitants, and then recalculated our outcome variable, based on the following formula:
\[gayborhood\_index = 40*ss\_tax\_index + 40*ss\_live\_index + 10*parade + 10*bars\] where
- \(ss\_tax\_index\) is a measure of what percent of couples filing jointly are same sex couples (normalized by the maximum value, on a 0 to 1 scale)
- \(ss\_live\_index\) is a measure of what percent of unmarried couples living together are same sex couples (normalized by the maximum value, on a 0 to 1 scale)
- \(parade\) is a boolean indicating if a pride parade passes through that zipcode (0 or 1)
- \(bars\) is a measure of how many gay bars there are in that area (normalized by the maximum value, 20, on a 0 to 1 scale)
This calculation accurately repurposes the original dataset for our use, which is not as concerned with splitting up men and women as was the original article Men are from Chelsea, Women are from Park Slope.
We then used a Yeo-Johnson transformation with \(\lambda = -0.268\) to transform our data and improve normality. This transformation was chosen as it allows us to keep our 0 values, which have an important physical representation in this dataset, without greatly compromising normality:
Variable Transformations and Selection
Additionally, we employed a LASSO model with penalty = 0.05, which is a “strict” penalty as it removed over 75% of our initially selected variables. Here is a list of selected variables which will appear in recipes to predict the value of our outcome variable:
| Name | train[, 2:11] |
| Number of rows | 1713 |
| Number of columns | 10 |
| _______________________ | |
| Column type frequency: | |
| numeric | 10 |
| ________________________ | |
| Group variables | None |
Variable type: numeric
| skim_variable | n_missing | complete_rate | mean | sd | p0 | p25 | p50 | p75 | p100 |
|---|---|---|---|---|---|---|---|---|---|
| gayborhood_index | 0 | 1 | 1.09 | 0.50 | 0 | 0.77 | 1.08 | 1.41 | 2.6 |
| estimate_sex_and_age_total_population | 0 | 1 | 29591.70 | 19279.92 | 304 | 15253.00 | 26824.00 | 38830.00 | 114982.0 |
| estimate_sex_and_age_total_population_male | 0 | 1 | 14436.43 | 9404.58 | 194 | 7442.00 | 12986.00 | 18987.00 | 60595.0 |
| estimate_sex_and_age_total_population_female | 0 | 1 | 15155.27 | 9939.30 | 110 | 7846.00 | 13732.00 | 20095.00 | 58520.0 |
| estimate_sex_and_age_under_5_years | 0 | 1 | 1896.69 | 1502.35 | 0 | 846.00 | 1566.00 | 2521.00 | 12098.0 |
| estimate_sex_and_age_5_to_9_years | 0 | 1 | 1841.38 | 1431.04 | 0 | 825.00 | 1564.00 | 2478.00 | 10161.0 |
| estimate_sex_and_age_10_to_14_years | 0 | 1 | 1814.55 | 1407.43 | 0 | 812.00 | 1529.00 | 2414.00 | 9785.0 |
| estimate_sex_and_age_15_to_19_years | 0 | 1 | 1857.28 | 1497.53 | 0 | 785.00 | 1500.00 | 2449.00 | 10857.0 |
| estimate_sex_and_age_20_to_24_years | 0 | 1 | 2086.28 | 1829.05 | 0 | 850.00 | 1667.00 | 2801.00 | 18938.0 |
| estimate_sex_and_age_25_to_34_years | 0 | 1 | 4672.86 | 3638.25 | 9 | 2024.00 | 3941.00 | 6330.00 | 26926.0 |
A complete skim of the selected predictors is listed in the appendix. There are also a few variables which have missing values, which need to be imputed. We will use both KNN or Bagged Tree methods, and evaluate to see which method of imputation is more appropriate for this particular dataset. We expect that the flexibility of Bagged trees to be lend itself better to prediction, but note that KNN might be helpful for reducing runtimes.
Basic Recipe Steps
Our basic recipes will follow this formula:
Update the role of zipcode to be an identification variable, rather than a predictor
Dummy encode nominal predictors
Impute missing values with EITHER KNN OR Bagged Trees
Scale and center predictors around 0
remove predictors with near-zero variance (> 95% the same)
In the initial steps of model fitting, we plan to continue experimenting with dimensionality reduction after our initial LASSO model, especially with the addition of interaction terms followed by PCA in our penalized elastic net models.
Assessment Measures
For assessment, we continue our plan to use RMSE as a base metric, but will also include the Concordance Correlation Coefficient (CCC) to report the ability of our model to capture variance in our target variable.
Current Results
Currently, we have fit both a null model and a random forest model on our data. The results from both are below:
| Null Model | |
| mean_RMSE | Standard Error |
|---|---|
| 0.503 | 0.00206 |
| Random Forest Tuning Results | |||
| Grid Search Method | |||
| mtry | min_n | mean_RMSE | Standard Error |
|---|---|---|---|
| 1 | 2 | 0.592 | 0.00558 |
| 30 | 2 | 0.561 | 0.00607 |
| 60 | 2 | 0.559 | 0.00616 |
| 90 | 2 | 0.559 | 0.00614 |
| 120 | 2 | 0.560 | 0.00625 |
| 1 | 11 | 0.598 | 0.00564 |
Note that in both cases, the mean RMSE is similar, and reported on a transformed scale. Our current goal is to lower the Yeo-Johnson transformation value to 0.3, and we additionally plan on reporting RMSE for final model fits on the reverse transformed scale (although we will use the transformation for consistency through initial model selection).
Moving Forward
Our current model runtimes are as follows:
Null Model: ~10 seconds
Random Forest Model: 2.95 hours
Moving forward, we plan on reporting per fold/per model runtimes, but at this stage it is important to realize that we are within our computational limits with the ability to run a KNN-imputed random forest model in less than 3 hours. We are also planning on fititng the following model types:
Penalized Elastic Net Regression
K-Nearest Neighbors
Neural Networks
- Basic neural networks using
nnetin R - Using
kerasand Tensorflow from python through R
- Basic neural networks using
Multivariate Adaptive Regression Splines
Cubist ensemble regression
Additionally, once we select our primary model types for further analysis, we plan on using bayesian iteration to tune hyperparameters, such that we can ensure we get the best fit possible.
As mentioned in memo 1, because we have a large dataset with a regression analysis, we are generally avoiding the use of support vector machines.
Appendix
Full Skim of Selected Variables
| Name | train |
| Number of rows | 1713 |
| Number of columns | 587 |
| _______________________ | |
| Column type frequency: | |
| factor | 2 |
| numeric | 585 |
| ________________________ | |
| Group variables | None |
Variable type: factor
| skim_variable | n_missing | complete_rate | ordered | n_unique | top_counts |
|---|---|---|---|---|---|
| zip_code | 0 | 1 | FALSE | 1713 | 017: 1, 017: 1, 017: 1, 017: 1 |
| any_open_park | 0 | 1 | FALSE | 2 | 1: 1678, 0: 35 |
Variable type: numeric
| skim_variable | n_missing | complete_rate | mean | sd | p0 | p25 | p50 | p75 | p100 |
|---|---|---|---|---|---|---|---|---|---|
| gayborhood_index | 0 | 1.00 | 1.09 | 0.50 | 0.00 | 0.77 | 1.08 | 1.41 | 2.60000e+00 |
| estimate_sex_and_age_total_population | 0 | 1.00 | 29591.70 | 19279.92 | 304.00 | 15253.00 | 26824.00 | 38830.00 | 1.14982e+05 |
| estimate_sex_and_age_total_population_male | 0 | 1.00 | 14436.43 | 9404.58 | 194.00 | 7442.00 | 12986.00 | 18987.00 | 6.05950e+04 |
| estimate_sex_and_age_total_population_female | 0 | 1.00 | 15155.27 | 9939.30 | 110.00 | 7846.00 | 13732.00 | 20095.00 | 5.85200e+04 |
| estimate_sex_and_age_under_5_years | 0 | 1.00 | 1896.69 | 1502.35 | 0.00 | 846.00 | 1566.00 | 2521.00 | 1.20980e+04 |
| estimate_sex_and_age_5_to_9_years | 0 | 1.00 | 1841.38 | 1431.04 | 0.00 | 825.00 | 1564.00 | 2478.00 | 1.01610e+04 |
| estimate_sex_and_age_10_to_14_years | 0 | 1.00 | 1814.55 | 1407.43 | 0.00 | 812.00 | 1529.00 | 2414.00 | 9.78500e+03 |
| estimate_sex_and_age_15_to_19_years | 0 | 1.00 | 1857.28 | 1497.53 | 0.00 | 785.00 | 1500.00 | 2449.00 | 1.08570e+04 |
| estimate_sex_and_age_20_to_24_years | 0 | 1.00 | 2086.28 | 1829.05 | 0.00 | 850.00 | 1667.00 | 2801.00 | 1.89380e+04 |
| estimate_sex_and_age_25_to_34_years | 0 | 1.00 | 4672.86 | 3638.25 | 9.00 | 2024.00 | 3941.00 | 6330.00 | 2.69260e+04 |
| estimate_sex_and_age_35_to_44_years | 0 | 1.00 | 4161.46 | 2859.04 | 0.00 | 2045.00 | 3715.00 | 5547.00 | 1.84840e+04 |
| estimate_sex_and_age_45_to_54_years | 0 | 1.00 | 4109.09 | 2634.56 | 37.00 | 2148.00 | 3730.00 | 5491.00 | 1.51800e+04 |
| estimate_sex_and_age_55_to_59_years | 0 | 1.00 | 1868.79 | 1171.54 | 0.00 | 996.00 | 1673.00 | 2512.00 | 7.29800e+03 |
| estimate_sex_and_age_60_to_64_years | 0 | 1.00 | 1609.91 | 1013.37 | 0.00 | 855.00 | 1461.00 | 2158.00 | 6.36600e+03 |
| estimate_sex_and_age_65_to_74_years | 0 | 1.00 | 2051.52 | 1318.87 | 0.00 | 1082.00 | 1832.00 | 2767.00 | 8.81400e+03 |
| estimate_sex_and_age_75_to_84_years | 0 | 1.00 | 1101.19 | 786.45 | 0.00 | 529.00 | 930.00 | 1483.00 | 6.58500e+03 |
| estimate_sex_and_age_85_years_and_over | 0 | 1.00 | 520.69 | 412.63 | 0.00 | 225.00 | 425.00 | 711.00 | 2.98400e+03 |
| estimate_sex_and_age_median_age_years | 0 | 1.00 | 37.98 | 5.41 | 20.40 | 34.30 | 37.80 | 41.80 | 8.20000e+01 |
| estimate_sex_and_age_18_years_and_over | 0 | 1.00 | 22926.27 | 14674.72 | 293.00 | 12003.00 | 20648.00 | 30711.00 | 8.36090e+04 |
| estimate_sex_and_age_21_years_and_over | 0 | 1.00 | 21770.87 | 13881.51 | 286.00 | 11532.00 | 19642.00 | 29168.00 | 7.97810e+04 |
| estimate_sex_and_age_62_years_and_over | 0 | 1.00 | 4599.84 | 2981.41 | 0.00 | 2432.00 | 4117.00 | 6179.00 | 2.03880e+04 |
| estimate_sex_and_age_65_years_and_over | 0 | 1.00 | 3673.40 | 2427.96 | 0.00 | 1909.00 | 3237.00 | 4945.00 | 1.67000e+04 |
| estimate_sex_and_age_18_years_and_over_2 | 0 | 1.00 | 22926.27 | 14674.72 | 293.00 | 12003.00 | 20648.00 | 30711.00 | 8.36090e+04 |
| estimate_sex_and_age_18_years_and_over_male | 0 | 1.00 | 11036.03 | 7070.26 | 183.00 | 5791.00 | 9968.00 | 14780.00 | 4.50490e+04 |
| estimate_sex_and_age_18_years_and_over_female | 0 | 1.00 | 11890.25 | 7681.77 | 110.00 | 6235.00 | 10677.00 | 15921.00 | 4.62570e+04 |
| estimate_sex_and_age_65_years_and_over_2 | 0 | 1.00 | 3673.40 | 2427.96 | 0.00 | 1909.00 | 3237.00 | 4945.00 | 1.67000e+04 |
| estimate_sex_and_age_65_years_and_over_male | 0 | 1.00 | 1556.27 | 1006.01 | 0.00 | 820.00 | 1377.00 | 2110.00 | 6.83500e+03 |
| estimate_sex_and_age_65_years_and_over_female | 0 | 1.00 | 2117.13 | 1440.71 | 0.00 | 1069.00 | 1859.00 | 2824.00 | 9.87400e+03 |
| estimate_race_total_population | 0 | 1.00 | 29591.70 | 19279.92 | 304.00 | 15253.00 | 26824.00 | 38830.00 | 1.14982e+05 |
| estimate_race_total_population_one_race | 0 | 1.00 | 28640.41 | 18692.66 | 293.00 | 14867.00 | 25928.00 | 37690.00 | 1.12740e+05 |
| estimate_race_total_population_two_or_more_races | 0 | 1.00 | 951.29 | 897.84 | 0.00 | 332.00 | 724.00 | 1291.00 | 1.12180e+04 |
| estimate_race_one_race | 0 | 1.00 | 28640.41 | 18692.66 | 293.00 | 14867.00 | 25928.00 | 37690.00 | 1.12740e+05 |
| estimate_race_one_race_white | 0 | 1.00 | 17594.50 | 12451.67 | 80.00 | 8128.00 | 15276.00 | 24442.00 | 8.46560e+04 |
| estimate_race_one_race_black_or_african_american | 0 | 1.00 | 5193.38 | 9121.80 | 0.00 | 455.00 | 1500.00 | 5215.00 | 7.41300e+04 |
| estimate_race_one_race_american_indian_and_alaska_native | 0 | 1.00 | 119.62 | 177.01 | 0.00 | 15.00 | 64.00 | 158.00 | 3.16200e+03 |
| estimate_race_one_race_american_indian_and_alaska_native_cherokee_tribal_grouping | 0 | 1.00 | 9.53 | 25.40 | 0.00 | 0.00 | 0.00 | 9.00 | 4.52000e+02 |
| estimate_race_one_race_american_indian_and_alaska_native_chippewa_tribal_grouping | 0 | 1.00 | 1.95 | 9.14 | 0.00 | 0.00 | 0.00 | 0.00 | 1.34000e+02 |
| estimate_race_one_race_american_indian_and_alaska_native_navajo_tribal_grouping | 0 | 1.00 | 2.68 | 13.91 | 0.00 | 0.00 | 0.00 | 0.00 | 2.83000e+02 |
| estimate_race_one_race_american_indian_and_alaska_native_sioux_tribal_grouping | 0 | 1.00 | 2.80 | 13.34 | 0.00 | 0.00 | 0.00 | 0.00 | 2.40000e+02 |
| estimate_race_one_race_asian | 0 | 1.00 | 3017.77 | 4563.24 | 0.00 | 475.00 | 1435.00 | 3629.00 | 4.87210e+04 |
| estimate_race_one_race_asian_asian_indian | 0 | 1.00 | 593.83 | 1213.54 | 0.00 | 59.00 | 224.00 | 638.00 | 1.81050e+04 |
| estimate_race_one_race_asian_chinese | 0 | 1.00 | 907.13 | 2387.70 | 0.00 | 67.00 | 247.00 | 692.00 | 3.15000e+04 |
| estimate_race_one_race_asian_filipino | 0 | 1.00 | 446.77 | 1172.35 | 0.00 | 32.00 | 143.00 | 436.00 | 2.20860e+04 |
| estimate_race_one_race_asian_japanese | 0 | 1.00 | 124.31 | 315.97 | 0.00 | 0.00 | 30.00 | 129.00 | 6.03600e+03 |
| estimate_race_one_race_asian_korean | 0 | 1.00 | 309.51 | 790.54 | 0.00 | 18.00 | 97.00 | 301.00 | 1.24160e+04 |
| estimate_race_one_race_asian_vietnamese | 0 | 1.00 | 255.88 | 638.41 | 0.00 | 3.00 | 54.00 | 208.00 | 9.82400e+03 |
| estimate_race_one_race_asian_other_asian | 0 | 1.00 | 380.34 | 697.96 | 0.00 | 37.00 | 149.00 | 451.00 | 1.12880e+04 |
| estimate_race_one_race_native_hawaiian_and_other_pacific_islander | 0 | 1.00 | 46.80 | 144.05 | 0.00 | 0.00 | 0.00 | 31.00 | 1.65200e+03 |
| estimate_race_one_race_native_hawaiian_and_other_pacific_islander_native_hawaiian | 0 | 1.00 | 9.19 | 32.41 | 0.00 | 0.00 | 0.00 | 0.00 | 6.12000e+02 |
| estimate_race_one_race_native_hawaiian_and_other_pacific_islander_guamanian_or_chamorro | 0 | 1.00 | 7.20 | 27.06 | 0.00 | 0.00 | 0.00 | 0.00 | 3.04000e+02 |
| estimate_race_one_race_native_hawaiian_and_other_pacific_islander_samoan | 0 | 1.00 | 13.22 | 71.90 | 0.00 | 0.00 | 0.00 | 0.00 | 1.29600e+03 |
| estimate_race_one_race_native_hawaiian_and_other_pacific_islander_other_pacific_islander | 0 | 1.00 | 17.19 | 72.90 | 0.00 | 0.00 | 0.00 | 0.00 | 1.42400e+03 |
| estimate_race_one_race_some_other_race | 0 | 1.00 | 2668.34 | 5357.46 | 0.00 | 230.00 | 780.00 | 2406.00 | 5.54340e+04 |
| estimate_race_two_or_more_races | 0 | 1.00 | 951.29 | 897.84 | 0.00 | 332.00 | 724.00 | 1291.00 | 1.12180e+04 |
| estimate_race_two_or_more_races_white_and_black_or_african_american | 0 | 1.00 | 201.03 | 366.38 | 0.00 | 50.00 | 134.00 | 263.00 | 1.06150e+04 |
| estimate_race_two_or_more_races_white_and_american_indian_and_alaska_native | 0 | 1.00 | 114.52 | 161.31 | 0.00 | 18.00 | 64.00 | 144.00 | 2.19500e+03 |
| estimate_race_two_or_more_races_white_and_asian | 0 | 1.00 | 239.75 | 276.07 | 0.00 | 42.00 | 148.00 | 338.00 | 1.97200e+03 |
| estimate_race_two_or_more_races_black_or_african_american_and_american_indian_and_alaska_native | 0 | 1.00 | 33.67 | 65.75 | 0.00 | 0.00 | 7.00 | 40.00 | 9.61000e+02 |
| estimate_race_race_alone_or_in_combination_with_one_or_more_other_races_total_population | 0 | 1.00 | 29591.70 | 19279.92 | 304.00 | 15253.00 | 26824.00 | 38830.00 | 1.14982e+05 |
| estimate_race_race_alone_or_in_combination_with_one_or_more_other_races_total_population_white | 0 | 1.00 | 18358.48 | 12848.43 | 121.00 | 8533.00 | 15882.00 | 25362.00 | 8.60670e+04 |
| estimate_race_race_alone_or_in_combination_with_one_or_more_other_races_total_population_black_or_african_american | 0 | 1.00 | 5557.19 | 9325.60 | 0.00 | 602.00 | 1794.00 | 5847.00 | 7.51370e+04 |
| estimate_race_race_alone_or_in_combination_with_one_or_more_other_races_total_population_american_indian_and_alaska_native | 0 | 1.00 | 334.42 | 394.37 | 0.00 | 82.00 | 222.00 | 452.00 | 5.34500e+03 |
| estimate_race_race_alone_or_in_combination_with_one_or_more_other_races_total_population_asian | 0 | 1.00 | 3378.13 | 4798.53 | 0.00 | 608.00 | 1756.00 | 4132.00 | 4.96110e+04 |
| estimate_race_race_alone_or_in_combination_with_one_or_more_other_races_total_population_native_hawaiian_and_other_pacific_islander | 0 | 1.00 | 101.09 | 208.67 | 0.00 | 0.00 | 35.00 | 104.00 | 2.20900e+03 |
| estimate_race_race_alone_or_in_combination_with_one_or_more_other_races_total_population_some_other_race | 0 | 1.00 | 2902.55 | 5573.02 | 0.00 | 305.00 | 939.00 | 2727.00 | 5.62120e+04 |
| estimate_hispanic_or_latino_and_race_total_population | 0 | 1.00 | 29591.70 | 19279.92 | 304.00 | 15253.00 | 26824.00 | 38830.00 | 1.14982e+05 |
| estimate_hispanic_or_latino_and_race_total_population_hispanic_or_latino_of_any_race | 0 | 1.00 | 7935.68 | 11830.65 | 0.00 | 1141.00 | 3283.00 | 9154.00 | 9.35200e+04 |
| estimate_hispanic_or_latino_and_race_total_population_hispanic_or_latino_of_any_race_mexican | 0 | 1.00 | 3981.46 | 8244.71 | 0.00 | 221.00 | 904.00 | 3673.00 | 7.56640e+04 |
| estimate_hispanic_or_latino_and_race_total_population_hispanic_or_latino_of_any_race_puerto_rican | 0 | 1.00 | 770.94 | 2011.28 | 0.00 | 75.00 | 201.00 | 544.00 | 2.37730e+04 |
| estimate_hispanic_or_latino_and_race_total_population_hispanic_or_latino_of_any_race_cuban | 0 | 1.00 | 499.84 | 2918.76 | 0.00 | 17.00 | 65.00 | 159.00 | 5.88810e+04 |
| estimate_hispanic_or_latino_and_race_total_population_hispanic_or_latino_of_any_race_other_hispanic_or_latino | 0 | 1.00 | 2683.44 | 4720.42 | 0.00 | 342.00 | 995.00 | 2879.00 | 5.33080e+04 |
| estimate_hispanic_or_latino_and_race_total_population_not_hispanic_or_latino | 0 | 1.00 | 21656.02 | 14065.27 | 240.00 | 11128.00 | 19593.00 | 29194.00 | 8.71980e+04 |
| estimate_hispanic_or_latino_and_race_total_population_not_hispanic_or_latino_white_alone | 0 | 1.00 | 12845.78 | 10237.81 | 63.00 | 4832.00 | 10651.00 | 18325.00 | 6.28770e+04 |
| estimate_hispanic_or_latino_and_race_total_population_not_hispanic_or_latino_black_or_african_american_alone | 0 | 1.00 | 4979.56 | 8864.79 | 0.00 | 397.00 | 1405.00 | 4965.00 | 7.06120e+04 |
| estimate_hispanic_or_latino_and_race_total_population_not_hispanic_or_latino_american_indian_and_alaska_native_alone | 0 | 1.00 | 59.15 | 83.24 | 0.00 | 1.00 | 30.00 | 80.00 | 9.87000e+02 |
| estimate_hispanic_or_latino_and_race_total_population_not_hispanic_or_latino_asian_alone | 0 | 1.00 | 2991.64 | 4535.78 | 0.00 | 465.00 | 1424.00 | 3613.00 | 4.84800e+04 |
| estimate_hispanic_or_latino_and_race_total_population_not_hispanic_or_latino_native_hawaiian_and_other_pacific_islander_alone | 0 | 1.00 | 42.26 | 137.76 | 0.00 | 0.00 | 0.00 | 24.00 | 1.56600e+03 |
| estimate_hispanic_or_latino_and_race_total_population_not_hispanic_or_latino_some_other_race_alone | 0 | 1.00 | 112.50 | 404.47 | 0.00 | 8.00 | 44.00 | 114.00 | 1.15200e+04 |
| estimate_hispanic_or_latino_and_race_total_population_not_hispanic_or_latino_two_or_more_races | 0 | 1.00 | 625.14 | 560.88 | 0.00 | 214.00 | 465.00 | 868.00 | 3.93700e+03 |
| estimate_hispanic_or_latino_and_race_total_population_not_hispanic_or_latino_two_or_more_races_two_races_including_some_other_race | 0 | 1.00 | 44.95 | 91.75 | 0.00 | 0.00 | 18.00 | 55.00 | 1.59400e+03 |
| estimate_hispanic_or_latino_and_race_total_population_not_hispanic_or_latino_two_or_more_races_two_races_excluding_some_other_race_and_three_or_more_races | 0 | 1.00 | 580.19 | 531.93 | 0.00 | 194.00 | 429.00 | 800.00 | 3.85200e+03 |
| estimate_total_housing_units | 0 | 1.00 | 11738.77 | 7412.82 | 244.00 | 6205.00 | 10633.00 | 15572.00 | 4.79450e+04 |
| estimate_citizen_voting_age_population_citizen_18_and_over_population | 0 | 1.00 | 19303.28 | 11754.98 | 231.00 | 10312.00 | 17791.00 | 25707.00 | 7.08640e+04 |
| estimate_citizen_voting_age_population_citizen_18_and_over_population_male | 0 | 1.00 | 9191.21 | 5561.64 | 151.00 | 5043.00 | 8409.00 | 12231.00 | 3.14450e+04 |
| estimate_citizen_voting_age_population_citizen_18_and_over_population_female | 0 | 1.00 | 10112.06 | 6260.42 | 80.00 | 5262.00 | 9327.00 | 13400.00 | 4.01680e+04 |
| estimate_housing_occupancy_total_housing_units | 0 | 1.00 | 12501.16 | 7859.77 | 328.00 | 6597.00 | 11327.00 | 16677.00 | 4.78910e+04 |
| estimate_housing_occupancy_total_housing_units_occupied_housing_units | 0 | 1.00 | 11533.90 | 7169.13 | 234.00 | 6194.00 | 10473.00 | 15401.00 | 4.14180e+04 |
| estimate_housing_occupancy_total_housing_units_vacant_housing_units | 0 | 1.00 | 967.26 | 1143.80 | 0.00 | 328.00 | 636.00 | 1202.00 | 1.64300e+04 |
| estimate_housing_occupancy_total_housing_units_homeowner_vacancy_rate | 4 | 1.00 | 1.26 | 1.58 | 0.00 | 0.30 | 0.90 | 1.70 | 2.53000e+01 |
| estimate_housing_occupancy_total_housing_units_rental_vacancy_rate | 0 | 1.00 | 4.67 | 3.97 | 0.00 | 2.20 | 4.00 | 6.30 | 4.30000e+01 |
| estimate_units_in_structure_total_housing_units | 0 | 1.00 | 12501.16 | 7859.77 | 328.00 | 6597.00 | 11327.00 | 16677.00 | 4.78910e+04 |
| estimate_units_in_structure_total_housing_units_1_unit_detached | 0 | 1.00 | 5348.45 | 4315.94 | 0.00 | 2041.00 | 4527.00 | 7513.00 | 3.41180e+04 |
| estimate_units_in_structure_total_housing_units_1_unit_attached | 0 | 1.00 | 1084.05 | 1795.15 | 0.00 | 217.00 | 580.00 | 1236.00 | 2.09510e+04 |
| estimate_units_in_structure_total_housing_units_2_units | 0 | 1.00 | 695.65 | 1338.37 | 0.00 | 63.00 | 212.00 | 615.00 | 1.28520e+04 |
| estimate_units_in_structure_total_housing_units_3_or_4_units | 0 | 1.00 | 748.64 | 1136.24 | 0.00 | 134.00 | 371.00 | 843.00 | 1.01270e+04 |
| estimate_units_in_structure_total_housing_units_5_to_9_units | 0 | 1.00 | 783.26 | 987.22 | 0.00 | 152.00 | 489.00 | 1036.00 | 9.69700e+03 |
| estimate_units_in_structure_total_housing_units_10_to_19_units | 0 | 1.00 | 843.25 | 1011.29 | 0.00 | 153.00 | 512.00 | 1158.00 | 8.94400e+03 |
| estimate_units_in_structure_total_housing_units_20_or_more_units | 0 | 1.00 | 2828.96 | 4528.84 | 0.00 | 399.00 | 1227.00 | 3052.00 | 3.97020e+04 |
| estimate_units_in_structure_total_housing_units_mobile_home | 0 | 1.00 | 160.70 | 396.68 | 0.00 | 0.00 | 26.00 | 117.00 | 4.30100e+03 |
| estimate_units_in_structure_total_housing_units_boat_rv_van_etc | 0 | 1.00 | 8.20 | 25.95 | 0.00 | 0.00 | 0.00 | 0.00 | 4.00000e+02 |
| estimate_year_structure_built_total_housing_units | 0 | 1.00 | 12501.16 | 7859.77 | 328.00 | 6597.00 | 11327.00 | 16677.00 | 4.78910e+04 |
| estimate_year_structure_built_total_housing_units_built_2020_or_later | 0 | 1.00 | 20.84 | 51.77 | 0.00 | 0.00 | 0.00 | 22.00 | 7.73000e+02 |
| estimate_year_structure_built_total_housing_units_built_2010_to_2019 | 0 | 1.00 | 888.93 | 1474.75 | 0.00 | 144.00 | 416.00 | 978.00 | 2.12130e+04 |
| estimate_year_structure_built_total_housing_units_built_2000_to_2009 | 0 | 1.00 | 1260.85 | 1597.06 | 0.00 | 290.00 | 692.00 | 1654.00 | 1.45040e+04 |
| estimate_year_structure_built_total_housing_units_built_1990_to_1999 | 0 | 1.00 | 1129.65 | 1277.81 | 0.00 | 311.00 | 691.00 | 1484.00 | 1.06290e+04 |
| estimate_year_structure_built_total_housing_units_built_1980_to_1989 | 0 | 1.00 | 1349.51 | 1406.92 | 0.00 | 407.00 | 885.00 | 1775.00 | 1.00650e+04 |
| estimate_year_structure_built_total_housing_units_built_1970_to_1979 | 0 | 1.00 | 1598.17 | 1500.40 | 0.00 | 538.00 | 1121.00 | 2242.00 | 1.25580e+04 |
| estimate_year_structure_built_total_housing_units_built_1960_to_1969 | 0 | 1.00 | 1505.29 | 1358.95 | 0.00 | 512.00 | 1142.00 | 2095.00 | 1.01100e+04 |
| estimate_year_structure_built_total_housing_units_built_1950_to_1959 | 0 | 1.00 | 1592.28 | 1565.32 | 0.00 | 388.00 | 1163.00 | 2300.00 | 1.37990e+04 |
| estimate_year_structure_built_total_housing_units_built_1940_to_1949 | 0 | 1.00 | 835.12 | 1001.16 | 0.00 | 126.00 | 447.00 | 1255.00 | 8.99200e+03 |
| estimate_year_structure_built_total_housing_units_built_1939_or_earlier | 0 | 1.00 | 2320.53 | 3752.42 | 0.00 | 166.00 | 732.00 | 2802.00 | 2.88610e+04 |
| estimate_rooms_total_housing_units | 0 | 1.00 | 12501.16 | 7859.77 | 328.00 | 6597.00 | 11327.00 | 16677.00 | 4.78910e+04 |
| estimate_rooms_total_housing_units_1_room | 0 | 1.00 | 571.79 | 954.51 | 0.00 | 76.00 | 239.00 | 629.00 | 9.83800e+03 |
| estimate_rooms_total_housing_units_2_rooms | 0 | 1.00 | 637.66 | 897.60 | 0.00 | 105.00 | 316.00 | 783.00 | 8.45600e+03 |
| estimate_rooms_total_housing_units_3_rooms | 0 | 1.00 | 1807.38 | 2039.03 | 0.00 | 467.00 | 1148.00 | 2328.00 | 1.37660e+04 |
| estimate_rooms_total_housing_units_4_rooms | 0 | 1.00 | 2276.18 | 2029.36 | 0.00 | 785.00 | 1751.00 | 3168.00 | 1.48050e+04 |
| estimate_rooms_total_housing_units_5_rooms | 0 | 1.00 | 1996.07 | 1515.47 | 7.00 | 844.00 | 1704.00 | 2748.00 | 1.28060e+04 |
| estimate_rooms_total_housing_units_6_rooms | 0 | 1.00 | 1777.86 | 1294.79 | 0.00 | 858.00 | 1537.00 | 2388.00 | 1.07990e+04 |
| estimate_rooms_total_housing_units_7_rooms | 0 | 1.00 | 1184.58 | 869.86 | 0.00 | 557.00 | 1015.00 | 1633.00 | 5.98000e+03 |
| estimate_rooms_total_housing_units_8_rooms | 0 | 1.00 | 917.13 | 767.99 | 0.00 | 372.00 | 735.00 | 1279.00 | 6.96900e+03 |
| estimate_rooms_total_housing_units_9_rooms_or_more | 0 | 1.00 | 1332.52 | 1425.00 | 0.00 | 413.00 | 897.00 | 1747.00 | 1.42970e+04 |
| estimate_rooms_total_housing_units_median_rooms | 25 | 0.99 | 5.36 | 1.28 | 1.40 | 4.40 | 5.30 | 6.20 | 8.50000e+00 |
| estimate_bedrooms_total_housing_units | 0 | 1.00 | 12501.16 | 7859.77 | 328.00 | 6597.00 | 11327.00 | 16677.00 | 4.78910e+04 |
| estimate_bedrooms_total_housing_units_no_bedroom | 0 | 1.00 | 650.70 | 1106.68 | 0.00 | 91.00 | 267.00 | 697.00 | 1.16160e+04 |
| estimate_bedrooms_total_housing_units_1_bedroom | 0 | 1.00 | 2294.38 | 2636.08 | 0.00 | 579.00 | 1427.00 | 2927.00 | 1.82460e+04 |
| estimate_bedrooms_total_housing_units_2_bedrooms | 0 | 1.00 | 3334.80 | 2745.24 | 15.00 | 1263.00 | 2688.00 | 4677.00 | 1.75760e+04 |
| estimate_bedrooms_total_housing_units_3_bedrooms | 0 | 1.00 | 3711.39 | 2536.61 | 0.00 | 1813.00 | 3304.00 | 5009.00 | 1.80410e+04 |
| estimate_bedrooms_total_housing_units_4_bedrooms | 0 | 1.00 | 1898.62 | 1776.46 | 0.00 | 757.00 | 1425.00 | 2480.00 | 2.05650e+04 |
| estimate_bedrooms_total_housing_units_5_or_more_bedrooms | 0 | 1.00 | 611.27 | 694.46 | 0.00 | 181.00 | 392.00 | 784.00 | 6.91700e+03 |
| estimate_housing_tenure_occupied_housing_units | 0 | 1.00 | 11533.90 | 7169.13 | 234.00 | 6194.00 | 10473.00 | 15401.00 | 4.14180e+04 |
| estimate_housing_tenure_occupied_housing_units_owner_occupied | 0 | 1.00 | 6146.00 | 4010.34 | 0.00 | 3165.00 | 5461.00 | 8238.00 | 2.97470e+04 |
| estimate_housing_tenure_occupied_housing_units_renter_occupied | 0 | 1.00 | 5387.90 | 5084.74 | 22.00 | 1690.00 | 4021.00 | 7394.00 | 3.28930e+04 |
| estimate_housing_tenure_occupied_housing_units_average_household_size_of_owner_occupied_unit | 4 | 1.00 | 2.77 | 0.47 | 1.19 | 2.51 | 2.77 | 3.01 | 5.72000e+00 |
| estimate_housing_tenure_occupied_housing_units_average_household_size_of_renter_occupied_unit | 0 | 1.00 | 2.46 | 0.55 | 1.08 | 2.06 | 2.40 | 2.79 | 4.76000e+00 |
| estimate_year_householder_moved_into_unit_occupied_housing_units | 0 | 1.00 | 11533.90 | 7169.13 | 234.00 | 6194.00 | 10473.00 | 15401.00 | 4.14180e+04 |
| estimate_year_householder_moved_into_unit_occupied_housing_units_moved_in_2019_or_later | 0 | 1.00 | 1187.04 | 980.01 | 0.00 | 473.00 | 946.00 | 1616.00 | 6.40900e+03 |
| estimate_year_householder_moved_into_unit_occupied_housing_units_moved_in_2015_to_2018 | 0 | 1.00 | 3436.26 | 2465.50 | 39.00 | 1578.00 | 2930.00 | 4723.00 | 1.60230e+04 |
| estimate_year_householder_moved_into_unit_occupied_housing_units_moved_in_2010_to_2014 | 0 | 1.00 | 2049.41 | 1404.78 | 38.00 | 1023.00 | 1793.00 | 2759.00 | 9.93500e+03 |
| estimate_year_householder_moved_into_unit_occupied_housing_units_moved_in_2000_to_2009 | 0 | 1.00 | 2304.47 | 1524.04 | 0.00 | 1171.00 | 2046.00 | 3047.00 | 9.76900e+03 |
| estimate_year_householder_moved_into_unit_occupied_housing_units_moved_in_1990_to_1999 | 0 | 1.00 | 1277.38 | 898.50 | 0.00 | 616.00 | 1110.00 | 1720.00 | 5.99700e+03 |
| estimate_year_householder_moved_into_unit_occupied_housing_units_moved_in_1989_and_earlier | 0 | 1.00 | 1279.33 | 1025.65 | 0.00 | 574.00 | 1049.00 | 1704.00 | 9.39900e+03 |
| estimate_vehicles_available_occupied_housing_units | 0 | 1.00 | 11533.90 | 7169.13 | 234.00 | 6194.00 | 10473.00 | 15401.00 | 4.14180e+04 |
| estimate_vehicles_available_occupied_housing_units_no_vehicles_available | 0 | 1.00 | 1940.53 | 3707.26 | 0.00 | 289.00 | 684.00 | 1671.00 | 3.13490e+04 |
| estimate_vehicles_available_occupied_housing_units_1_vehicle_available | 0 | 1.00 | 4063.80 | 2900.93 | 39.00 | 1884.00 | 3450.00 | 5611.00 | 1.77280e+04 |
| estimate_vehicles_available_occupied_housing_units_2_vehicles_available | 0 | 1.00 | 3669.57 | 2509.02 | 0.00 | 1854.00 | 3298.00 | 5005.00 | 2.31520e+04 |
| estimate_vehicles_available_occupied_housing_units_3_or_more_vehicles_available | 0 | 1.00 | 1860.00 | 1591.96 | 0.00 | 678.00 | 1488.00 | 2536.00 | 1.06540e+04 |
| estimate_house_heating_fuel_occupied_housing_units | 0 | 1.00 | 11533.90 | 7169.13 | 234.00 | 6194.00 | 10473.00 | 15401.00 | 4.14180e+04 |
| estimate_house_heating_fuel_occupied_housing_units_utility_gas | 0 | 1.00 | 6726.75 | 5035.51 | 0.00 | 3045.00 | 5753.00 | 9190.00 | 3.17740e+04 |
| estimate_house_heating_fuel_occupied_housing_units_bottled_tank_or_lp_gas | 0 | 1.00 | 204.32 | 213.96 | 0.00 | 65.00 | 141.00 | 263.00 | 1.54200e+03 |
| estimate_house_heating_fuel_occupied_housing_units_electricity | 0 | 1.00 | 3752.84 | 3669.23 | 9.00 | 1084.00 | 2615.00 | 5267.00 | 2.45660e+04 |
| estimate_house_heating_fuel_occupied_housing_units_fuel_oil_kerosene_etc | 0 | 1.00 | 525.65 | 1248.10 | 0.00 | 0.00 | 37.00 | 434.00 | 1.60710e+04 |
| estimate_house_heating_fuel_occupied_housing_units_coal_or_coke | 0 | 1.00 | 2.85 | 11.51 | 0.00 | 0.00 | 0.00 | 0.00 | 2.12000e+02 |
| estimate_house_heating_fuel_occupied_housing_units_wood | 0 | 1.00 | 23.35 | 70.25 | 0.00 | 0.00 | 0.00 | 21.00 | 1.25300e+03 |
| estimate_house_heating_fuel_occupied_housing_units_solar_energy | 0 | 1.00 | 19.10 | 38.00 | 0.00 | 0.00 | 0.00 | 23.00 | 4.09000e+02 |
| estimate_house_heating_fuel_occupied_housing_units_other_fuel | 0 | 1.00 | 59.13 | 134.21 | 0.00 | 0.00 | 18.00 | 57.00 | 2.22300e+03 |
| estimate_house_heating_fuel_occupied_housing_units_no_fuel_used | 0 | 1.00 | 219.91 | 449.66 | 0.00 | 17.00 | 61.00 | 209.00 | 5.66900e+03 |
| estimate_selected_characteristics_occupied_housing_units | 0 | 1.00 | 11533.90 | 7169.13 | 234.00 | 6194.00 | 10473.00 | 15401.00 | 4.14180e+04 |
| estimate_selected_characteristics_occupied_housing_units_lacking_complete_plumbing_facilities | 0 | 1.00 | 44.21 | 86.21 | 0.00 | 0.00 | 21.00 | 57.00 | 1.65800e+03 |
| estimate_selected_characteristics_occupied_housing_units_lacking_complete_kitchen_facilities | 0 | 1.00 | 105.49 | 152.58 | 0.00 | 19.00 | 63.00 | 146.00 | 2.74000e+03 |
| estimate_selected_characteristics_occupied_housing_units_no_telephone_service_available | 0 | 1.00 | 124.47 | 133.55 | 0.00 | 32.00 | 88.00 | 174.00 | 1.40100e+03 |
| estimate_occupants_per_room_occupied_housing_units | 0 | 1.00 | 11533.90 | 7169.13 | 234.00 | 6194.00 | 10473.00 | 15401.00 | 4.14180e+04 |
| estimate_occupants_per_room_occupied_housing_units_1_00_or_less | 0 | 1.00 | 10903.04 | 6674.90 | 121.00 | 5940.00 | 9932.00 | 14361.00 | 3.95470e+04 |
| estimate_occupants_per_room_occupied_housing_units_1_01_to_1_50 | 0 | 1.00 | 382.11 | 538.99 | 0.00 | 60.00 | 197.00 | 489.00 | 5.15400e+03 |
| estimate_occupants_per_room_occupied_housing_units_1_51_or_more | 0 | 1.00 | 248.76 | 409.74 | 0.00 | 26.00 | 112.00 | 293.00 | 4.71700e+03 |
| estimate_value_owner_occupied_units | 0 | 1.00 | 6146.00 | 4010.34 | 0.00 | 3165.00 | 5461.00 | 8238.00 | 2.97470e+04 |
| estimate_value_owner_occupied_units_less_than_50_000 | 0 | 1.00 | 159.47 | 238.78 | 0.00 | 33.00 | 90.00 | 199.00 | 4.96900e+03 |
| estimate_value_owner_occupied_units_50_000_to_99_999 | 0 | 1.00 | 196.40 | 430.21 | 0.00 | 15.00 | 55.00 | 165.00 | 5.05300e+03 |
| estimate_value_owner_occupied_units_100_000_to_149_999 | 0 | 1.00 | 297.97 | 554.47 | 0.00 | 17.00 | 73.00 | 306.00 | 5.66100e+03 |
| estimate_value_owner_occupied_units_150_000_to_199_999 | 0 | 1.00 | 428.19 | 728.80 | 0.00 | 25.00 | 119.00 | 538.00 | 7.80000e+03 |
| estimate_value_owner_occupied_units_200_000_to_299_999 | 0 | 1.00 | 932.17 | 1314.10 | 0.00 | 109.00 | 402.00 | 1237.00 | 1.12320e+04 |
| estimate_value_owner_occupied_units_300_000_to_499_999 | 0 | 1.00 | 1699.19 | 1845.30 | 0.00 | 338.00 | 1078.00 | 2436.00 | 1.57440e+04 |
| estimate_value_owner_occupied_units_500_000_to_999_999 | 0 | 1.00 | 1763.06 | 1929.69 | 0.00 | 314.00 | 1092.00 | 2704.00 | 1.52400e+04 |
| estimate_value_owner_occupied_units_1_000_000_or_more | 0 | 1.00 | 669.55 | 1255.96 | 0.00 | 35.00 | 136.00 | 679.00 | 9.09300e+03 |
| estimate_value_owner_occupied_units_median_dollars | 27 | 0.98 | 511663.58 | 308795.24 | 32100.00 | 293325.00 | 446800.00 | 650900.00 | 1.89980e+06 |
| estimate_mortgage_status_owner_occupied_units | 0 | 1.00 | 6146.00 | 4010.34 | 0.00 | 3165.00 | 5461.00 | 8238.00 | 2.97470e+04 |
| estimate_mortgage_status_owner_occupied_units_housing_units_with_a_mortgage | 0 | 1.00 | 4077.89 | 2862.90 | 0.00 | 1932.00 | 3602.00 | 5540.00 | 2.16090e+04 |
| estimate_mortgage_status_owner_occupied_units_housing_units_without_a_mortgage | 0 | 1.00 | 2068.11 | 1385.84 | 0.00 | 1062.00 | 1821.00 | 2747.00 | 8.93800e+03 |
| estimate_selected_monthly_owner_costs_smoc_housing_units_with_a_mortgage | 0 | 1.00 | 4077.89 | 2862.90 | 0.00 | 1932.00 | 3602.00 | 5540.00 | 2.16090e+04 |
| estimate_selected_monthly_owner_costs_smoc_housing_units_with_a_mortgage_less_than_500 | 0 | 1.00 | 19.47 | 36.08 | 0.00 | 0.00 | 8.00 | 27.00 | 7.30000e+02 |
| estimate_selected_monthly_owner_costs_smoc_housing_units_with_a_mortgage_500_to_999 | 0 | 1.00 | 183.79 | 270.33 | 0.00 | 29.00 | 93.00 | 234.00 | 3.95600e+03 |
| estimate_selected_monthly_owner_costs_smoc_housing_units_with_a_mortgage_1_000_to_1_499 | 0 | 1.00 | 540.69 | 629.92 | 0.00 | 118.00 | 313.00 | 726.00 | 4.97800e+03 |
| estimate_selected_monthly_owner_costs_smoc_housing_units_with_a_mortgage_1_500_to_1_999 | 0 | 1.00 | 763.69 | 803.37 | 0.00 | 222.00 | 512.00 | 1027.00 | 7.20800e+03 |
| estimate_selected_monthly_owner_costs_smoc_housing_units_with_a_mortgage_2_000_to_2_499 | 0 | 1.00 | 717.31 | 694.69 | 0.00 | 212.00 | 532.00 | 994.00 | 5.69500e+03 |
| estimate_selected_monthly_owner_costs_smoc_housing_units_with_a_mortgage_2_500_to_2_999 | 0 | 1.00 | 577.42 | 545.81 | 0.00 | 176.00 | 433.00 | 818.00 | 5.25100e+03 |
| estimate_selected_monthly_owner_costs_smoc_housing_units_with_a_mortgage_3_000_or_more | 0 | 1.00 | 1275.53 | 1268.29 | 0.00 | 292.00 | 903.00 | 1896.00 | 9.28400e+03 |
| estimate_selected_monthly_owner_costs_smoc_housing_units_with_a_mortgage_median_dollars | 167 | 0.90 | 2413.26 | 681.91 | 864.00 | 1892.25 | 2377.50 | 2890.00 | 3.99400e+03 |
| estimate_selected_monthly_owner_costs_smoc_housing_units_without_a_mortgage | 0 | 1.00 | 2068.11 | 1385.84 | 0.00 | 1062.00 | 1821.00 | 2747.00 | 8.93800e+03 |
| estimate_selected_monthly_owner_costs_smoc_housing_units_without_a_mortgage_less_than_250 | 0 | 1.00 | 119.44 | 212.09 | 0.00 | 15.00 | 51.00 | 136.00 | 3.85900e+03 |
| estimate_selected_monthly_owner_costs_smoc_housing_units_without_a_mortgage_250_to_399 | 0 | 1.00 | 190.54 | 268.64 | 0.00 | 24.00 | 85.00 | 252.00 | 2.97800e+03 |
| estimate_selected_monthly_owner_costs_smoc_housing_units_without_a_mortgage_400_to_599 | 0 | 1.00 | 357.29 | 388.49 | 0.00 | 71.00 | 232.00 | 520.00 | 2.78000e+03 |
| estimate_selected_monthly_owner_costs_smoc_housing_units_without_a_mortgage_600_to_799 | 0 | 1.00 | 371.80 | 345.72 | 0.00 | 109.00 | 285.00 | 535.00 | 2.58000e+03 |
| estimate_selected_monthly_owner_costs_smoc_housing_units_without_a_mortgage_800_to_999 | 0 | 1.00 | 312.93 | 291.55 | 0.00 | 101.00 | 230.00 | 432.00 | 2.25200e+03 |
| estimate_selected_monthly_owner_costs_smoc_housing_units_without_a_mortgage_1_000_or_more | 0 | 1.00 | 716.10 | 753.31 | 0.00 | 180.00 | 473.00 | 997.00 | 5.51400e+03 |
| estimate_selected_monthly_owner_costs_smoc_housing_units_without_a_mortgage_median_dollars | 158 | 0.91 | 828.77 | 279.13 | 108.00 | 613.00 | 794.00 | 1017.00 | 1.50000e+03 |
| estimate_selected_monthly_owner_costs_as_a_percentage_of_household_income_smocapi_housing_units_with_a_mortgage_excluding_units_where_smocapi_cannot_be_computed | 0 | 1.00 | 4057.26 | 2850.89 | 0.00 | 1929.00 | 3591.00 | 5481.00 | 2.15440e+04 |
| estimate_selected_monthly_owner_costs_as_a_percentage_of_household_income_smocapi_housing_units_with_a_mortgage_excluding_units_where_smocapi_cannot_be_computed_less_than_20_0_percent | 0 | 1.00 | 1671.77 | 1316.63 | 0.00 | 721.00 | 1372.00 | 2289.00 | 9.89200e+03 |
| estimate_selected_monthly_owner_costs_as_a_percentage_of_household_income_smocapi_housing_units_with_a_mortgage_excluding_units_where_smocapi_cannot_be_computed_20_0_to_24_9_percent | 0 | 1.00 | 628.12 | 496.69 | 0.00 | 267.00 | 523.00 | 869.00 | 4.08400e+03 |
| estimate_selected_monthly_owner_costs_as_a_percentage_of_household_income_smocapi_housing_units_with_a_mortgage_excluding_units_where_smocapi_cannot_be_computed_25_0_to_29_9_percent | 0 | 1.00 | 441.08 | 349.68 | 0.00 | 188.00 | 369.00 | 604.00 | 3.13000e+03 |
| estimate_selected_monthly_owner_costs_as_a_percentage_of_household_income_smocapi_housing_units_with_a_mortgage_excluding_units_where_smocapi_cannot_be_computed_30_0_to_34_9_percent | 0 | 1.00 | 301.96 | 234.41 | 0.00 | 130.00 | 251.00 | 418.00 | 1.57400e+03 |
| estimate_selected_monthly_owner_costs_as_a_percentage_of_household_income_smocapi_housing_units_with_a_mortgage_excluding_units_where_smocapi_cannot_be_computed_35_0_percent_or_more | 0 | 1.00 | 1014.31 | 725.54 | 0.00 | 493.00 | 864.00 | 1394.00 | 6.09400e+03 |
| estimate_selected_monthly_owner_costs_as_a_percentage_of_household_income_smocapi_housing_units_with_a_mortgage_excluding_units_where_smocapi_cannot_be_computed_not_computed | 0 | 1.00 | 20.63 | 31.44 | 0.00 | 0.00 | 9.00 | 29.00 | 3.54000e+02 |
| estimate_selected_monthly_owner_costs_as_a_percentage_of_household_income_smocapi_housing_unit_without_a_mortgage_excluding_units_where_smocapi_cannot_be_computed | 0 | 1.00 | 2040.59 | 1365.83 | 0.00 | 1044.00 | 1803.00 | 2706.00 | 8.91200e+03 |
| estimate_selected_monthly_owner_costs_as_a_percentage_of_household_income_smocapi_housing_unit_without_a_mortgage_excluding_units_where_smocapi_cannot_be_computed_less_than_10_0_percent | 0 | 1.00 | 861.80 | 642.51 | 0.00 | 398.00 | 736.00 | 1151.00 | 4.11800e+03 |
| estimate_selected_monthly_owner_costs_as_a_percentage_of_household_income_smocapi_housing_unit_without_a_mortgage_excluding_units_where_smocapi_cannot_be_computed_10_0_to_14_9_percent | 0 | 1.00 | 374.48 | 273.71 | 0.00 | 174.00 | 322.00 | 504.00 | 2.30600e+03 |
| estimate_selected_monthly_owner_costs_as_a_percentage_of_household_income_smocapi_housing_unit_without_a_mortgage_excluding_units_where_smocapi_cannot_be_computed_15_0_to_19_9_percent | 0 | 1.00 | 216.65 | 165.09 | 0.00 | 95.00 | 182.00 | 298.00 | 1.09000e+03 |
| estimate_selected_monthly_owner_costs_as_a_percentage_of_household_income_smocapi_housing_unit_without_a_mortgage_excluding_units_where_smocapi_cannot_be_computed_20_0_to_24_9_percent | 0 | 1.00 | 140.58 | 117.21 | 0.00 | 57.00 | 109.00 | 196.00 | 7.71000e+02 |
| estimate_selected_monthly_owner_costs_as_a_percentage_of_household_income_smocapi_housing_unit_without_a_mortgage_excluding_units_where_smocapi_cannot_be_computed_25_0_to_29_9_percent | 0 | 1.00 | 93.10 | 85.39 | 0.00 | 33.00 | 71.00 | 130.00 | 7.88000e+02 |
| estimate_selected_monthly_owner_costs_as_a_percentage_of_household_income_smocapi_housing_unit_without_a_mortgage_excluding_units_where_smocapi_cannot_be_computed_30_0_to_34_9_percent | 0 | 1.00 | 66.58 | 66.65 | 0.00 | 21.00 | 49.00 | 92.00 | 6.55000e+02 |
| estimate_selected_monthly_owner_costs_as_a_percentage_of_household_income_smocapi_housing_unit_without_a_mortgage_excluding_units_where_smocapi_cannot_be_computed_35_0_percent_or_more | 0 | 1.00 | 287.40 | 243.08 | 0.00 | 124.00 | 226.00 | 382.00 | 2.47800e+03 |
| estimate_selected_monthly_owner_costs_as_a_percentage_of_household_income_smocapi_housing_unit_without_a_mortgage_excluding_units_where_smocapi_cannot_be_computed_not_computed | 0 | 1.00 | 27.52 | 41.50 | 0.00 | 0.00 | 15.00 | 37.00 | 4.74000e+02 |
| estimate_gross_rent_occupied_units_paying_rent | 0 | 1.00 | 5243.63 | 4994.93 | 17.00 | 1614.00 | 3887.00 | 7241.00 | 3.24310e+04 |
| estimate_gross_rent_occupied_units_paying_rent_less_than_500 | 0 | 1.00 | 324.62 | 622.54 | 0.00 | 19.00 | 109.00 | 344.00 | 7.49300e+03 |
| estimate_gross_rent_occupied_units_paying_rent_500_to_999 | 0 | 1.00 | 733.91 | 1078.23 | 0.00 | 99.00 | 317.00 | 901.00 | 1.26970e+04 |
| estimate_gross_rent_occupied_units_paying_rent_1_000_to_1_499 | 0 | 1.00 | 1567.14 | 1720.18 | 0.00 | 328.00 | 1004.00 | 2185.00 | 1.19090e+04 |
| estimate_gross_rent_occupied_units_paying_rent_1_500_to_1_999 | 0 | 1.00 | 1259.24 | 1327.77 | 0.00 | 290.00 | 860.00 | 1754.00 | 1.08540e+04 |
| estimate_gross_rent_occupied_units_paying_rent_2_000_to_2_499 | 0 | 1.00 | 661.34 | 783.04 | 0.00 | 110.00 | 391.00 | 921.00 | 5.50700e+03 |
| estimate_gross_rent_occupied_units_paying_rent_2_500_to_2_999 | 0 | 1.00 | 311.30 | 482.55 | 0.00 | 28.00 | 128.00 | 375.00 | 3.46000e+03 |
| estimate_gross_rent_occupied_units_paying_rent_3_000_or_more | 0 | 1.00 | 386.08 | 880.52 | 0.00 | 14.00 | 93.00 | 343.00 | 9.39500e+03 |
| estimate_gross_rent_occupied_units_paying_rent_no_rent_paid | 0 | 1.00 | 144.27 | 135.98 | 0.00 | 47.00 | 108.00 | 196.00 | 9.55000e+02 |
| estimate_gross_rent_as_a_percentage_of_household_income_grapi_occupied_units_paying_rent_excluding_units_where_grapi_cannot_be_computed | 0 | 1.00 | 5129.17 | 4872.71 | 17.00 | 1589.00 | 3788.00 | 7091.00 | 3.14810e+04 |
| estimate_gross_rent_as_a_percentage_of_household_income_grapi_occupied_units_paying_rent_excluding_units_where_grapi_cannot_be_computed_less_than_15_0_percent | 0 | 1.00 | 637.34 | 732.87 | 0.00 | 182.00 | 411.00 | 806.00 | 7.01600e+03 |
| estimate_gross_rent_as_a_percentage_of_household_income_grapi_occupied_units_paying_rent_excluding_units_where_grapi_cannot_be_computed_15_0_to_19_9_percent | 0 | 1.00 | 627.37 | 624.10 | 0.00 | 189.00 | 432.00 | 859.00 | 3.92100e+03 |
| estimate_gross_rent_as_a_percentage_of_household_income_grapi_occupied_units_paying_rent_excluding_units_where_grapi_cannot_be_computed_20_0_to_24_9_percent | 0 | 1.00 | 651.47 | 622.22 | 0.00 | 190.00 | 489.00 | 926.00 | 3.81000e+03 |
| estimate_gross_rent_as_a_percentage_of_household_income_grapi_occupied_units_paying_rent_excluding_units_where_grapi_cannot_be_computed_25_0_to_29_9_percent | 0 | 1.00 | 589.18 | 564.61 | 0.00 | 166.00 | 426.00 | 836.00 | 3.31800e+03 |
| estimate_gross_rent_as_a_percentage_of_household_income_grapi_occupied_units_paying_rent_excluding_units_where_grapi_cannot_be_computed_30_0_to_34_9_percent | 0 | 1.00 | 471.30 | 480.16 | 0.00 | 133.00 | 337.00 | 659.00 | 3.70800e+03 |
| estimate_gross_rent_as_a_percentage_of_household_income_grapi_occupied_units_paying_rent_excluding_units_where_grapi_cannot_be_computed_35_0_percent_or_more | 0 | 1.00 | 2152.52 | 2170.34 | 0.00 | 610.00 | 1530.00 | 2950.00 | 1.61940e+04 |
| estimate_gross_rent_as_a_percentage_of_household_income_grapi_occupied_units_paying_rent_excluding_units_where_grapi_cannot_be_computed_not_computed | 0 | 1.00 | 258.74 | 266.40 | 0.00 | 80.00 | 185.00 | 343.00 | 2.14500e+03 |
| households_estimate_total | 0 | 1.00 | 10743.23 | 6713.01 | 176.00 | 5793.00 | 9709.00 | 14235.00 | 4.34560e+04 |
| families_estimate_total | 0 | 1.00 | 6802.63 | 4384.79 | 74.00 | 3560.00 | 6106.00 | 9049.00 | 2.52060e+04 |
| married_couple_families_estimate_total | 0 | 1.00 | 4717.88 | 3062.63 | 56.00 | 2474.00 | 4229.00 | 6289.00 | 2.07810e+04 |
| nonfamily_households_estimate_total | 0 | 1.00 | 3940.60 | 3287.75 | 28.00 | 1653.00 | 3084.00 | 5314.00 | 2.57200e+04 |
| households_estimate_less_than_10_000 | 0 | 1.00 | 6.55 | 4.92 | 0.00 | 3.30 | 5.20 | 8.10 | 4.22000e+01 |
| families_estimate_less_than_10_000 | 0 | 1.00 | 4.25 | 3.99 | 0.00 | 1.60 | 3.10 | 5.70 | 4.27000e+01 |
| married_couple_families_estimate_less_than_10_000 | 0 | 1.00 | 1.67 | 1.64 | 0.00 | 0.60 | 1.20 | 2.30 | 1.35000e+01 |
| nonfamily_households_estimate_less_than_10_000 | 0 | 1.00 | 11.79 | 7.17 | 0.00 | 7.00 | 10.10 | 14.60 | 4.58000e+01 |
| households_estimate_10_000_to_14_999 | 0 | 1.00 | 4.38 | 2.95 | 0.00 | 2.20 | 3.70 | 5.90 | 2.05000e+01 |
| families_estimate_10_000_to_14_999 | 0 | 1.00 | 2.83 | 2.59 | 0.00 | 1.00 | 2.10 | 4.10 | 1.87000e+01 |
| married_couple_families_estimate_10_000_to_14_999 | 0 | 1.00 | 1.67 | 1.92 | 0.00 | 0.40 | 1.00 | 2.30 | 1.86000e+01 |
| nonfamily_households_estimate_10_000_to_14_999 | 0 | 1.00 | 7.87 | 4.73 | 0.00 | 4.50 | 7.00 | 10.40 | 3.43000e+01 |
| households_estimate_15_000_to_24_999 | 0 | 1.00 | 8.62 | 4.37 | 0.00 | 5.30 | 8.00 | 11.50 | 2.44000e+01 |
| families_estimate_15_000_to_24_999 | 0 | 1.00 | 6.94 | 5.26 | 0.00 | 2.70 | 5.50 | 10.20 | 3.09000e+01 |
| married_couple_families_estimate_15_000_to_24_999 | 0 | 1.00 | 5.03 | 4.88 | 0.00 | 1.60 | 3.40 | 7.10 | 5.80000e+01 |
| nonfamily_households_estimate_15_000_to_24_999 | 0 | 1.00 | 13.18 | 5.30 | 0.00 | 9.60 | 13.10 | 16.50 | 3.59000e+01 |
| households_estimate_25_000_to_34_999 | 0 | 1.00 | 8.16 | 3.55 | 0.00 | 5.50 | 7.80 | 10.70 | 2.43000e+01 |
| families_estimate_25_000_to_34_999 | 0 | 1.00 | 7.22 | 4.19 | 0.00 | 3.80 | 6.60 | 10.20 | 2.50000e+01 |
| married_couple_families_estimate_25_000_to_34_999 | 0 | 1.00 | 5.91 | 4.08 | 0.00 | 2.80 | 4.90 | 8.30 | 2.11000e+01 |
| nonfamily_households_estimate_25_000_to_34_999 | 0 | 1.00 | 10.57 | 4.07 | 0.00 | 7.90 | 10.50 | 13.00 | 3.06000e+01 |
| households_estimate_35_000_to_49_999 | 0 | 1.00 | 11.26 | 3.89 | 0.00 | 8.40 | 11.30 | 14.10 | 2.37000e+01 |
| families_estimate_35_000_to_49_999 | 0 | 1.00 | 10.30 | 4.65 | 0.00 | 6.60 | 10.20 | 13.90 | 2.39000e+01 |
| married_couple_families_estimate_35_000_to_49_999 | 0 | 1.00 | 9.19 | 5.04 | 0.00 | 5.20 | 8.40 | 12.70 | 2.87000e+01 |
| nonfamily_households_estimate_35_000_to_49_999 | 0 | 1.00 | 13.36 | 4.64 | 0.00 | 10.30 | 13.00 | 15.90 | 3.82000e+01 |
| households_estimate_50_000_to_74_999 | 0 | 1.00 | 15.96 | 4.02 | 2.00 | 13.30 | 16.30 | 18.60 | 2.83000e+01 |
| families_estimate_50_000_to_74_999 | 0 | 1.00 | 15.32 | 5.13 | 0.00 | 11.80 | 15.80 | 18.90 | 5.44000e+01 |
| married_couple_families_estimate_50_000_to_74_999 | 0 | 1.00 | 15.19 | 6.28 | 0.00 | 10.40 | 15.30 | 19.70 | 5.44000e+01 |
| nonfamily_households_estimate_50_000_to_74_999 | 0 | 1.00 | 16.53 | 5.23 | 0.00 | 13.40 | 16.60 | 19.70 | 5.16000e+01 |
| households_estimate_75_000_to_99_999 | 0 | 1.00 | 11.98 | 3.33 | 3.30 | 9.80 | 12.00 | 14.20 | 2.85000e+01 |
| families_estimate_75_000_to_99_999 | 0 | 1.00 | 12.55 | 4.08 | 0.00 | 9.70 | 12.60 | 15.40 | 3.41000e+01 |
| married_couple_families_estimate_75_000_to_99_999 | 0 | 1.00 | 13.67 | 4.87 | 0.00 | 10.40 | 13.60 | 16.80 | 3.83000e+01 |
| nonfamily_households_estimate_75_000_to_99_999 | 0 | 1.00 | 9.98 | 4.72 | 0.00 | 7.00 | 9.80 | 12.70 | 6.20000e+01 |
| households_estimate_100_000_to_149_999 | 0 | 1.00 | 15.39 | 5.57 | 0.80 | 11.40 | 15.80 | 19.40 | 3.16000e+01 |
| families_estimate_100_000_to_149_999 | 0 | 1.00 | 17.73 | 6.45 | 0.00 | 13.40 | 18.30 | 22.50 | 4.00000e+01 |
| married_couple_families_estimate_100_000_to_149_999 | 0 | 1.00 | 20.56 | 6.48 | 0.00 | 16.20 | 20.80 | 25.10 | 4.52000e+01 |
| nonfamily_households_estimate_100_000_to_149_999 | 0 | 1.00 | 9.49 | 5.80 | 0.00 | 5.40 | 8.90 | 12.80 | 6.43000e+01 |
| households_estimate_150_000_to_199_999 | 0 | 1.00 | 7.53 | 4.45 | 0.00 | 3.90 | 7.10 | 10.60 | 2.63000e+01 |
| families_estimate_150_000_to_199_999 | 0 | 1.00 | 9.33 | 5.33 | 0.00 | 4.90 | 9.00 | 13.30 | 3.08000e+01 |
| married_couple_families_estimate_150_000_to_199_999 | 0 | 1.00 | 11.11 | 5.67 | 0.00 | 6.80 | 11.30 | 15.30 | 3.65000e+01 |
| nonfamily_households_estimate_150_000_to_199_999 | 0 | 1.00 | 3.42 | 3.32 | 0.00 | 1.10 | 2.60 | 4.70 | 4.49000e+01 |
| households_estimate_200_000_or_more | 0 | 1.00 | 10.18 | 10.36 | 0.00 | 2.50 | 6.60 | 14.40 | 6.21000e+01 |
| families_estimate_200_000_or_more | 0 | 1.00 | 13.52 | 13.55 | 0.00 | 3.10 | 8.80 | 19.70 | 7.63000e+01 |
| married_couple_families_estimate_200_000_or_more | 0 | 1.00 | 16.00 | 14.78 | 0.00 | 4.30 | 11.30 | 23.50 | 8.13000e+01 |
| nonfamily_households_estimate_200_000_or_more | 0 | 1.00 | 3.80 | 4.84 | 0.00 | 0.70 | 2.20 | 4.90 | 4.26000e+01 |
| households_estimate_median_income_dollars | 4 | 1.00 | 73156.91 | 32387.38 | 12385.00 | 48820.00 | 68132.00 | 91013.00 | 2.26386e+05 |
| families_estimate_median_income_dollars | 7 | 1.00 | 88931.27 | 41777.11 | 15000.00 | 56477.00 | 81973.50 | 112575.00 | 2.47750e+05 |
| married_couple_families_estimate_median_income_dollars | 632 | 0.63 | 92669.03 | 37255.85 | 26848.00 | 63915.00 | 87404.00 | 112121.00 | 2.46806e+05 |
| nonfamily_households_estimate_median_income_dollars | 14 | 0.99 | 44960.34 | 18589.21 | 11118.00 | 32353.50 | 42308.00 | 53534.50 | 1.92560e+05 |
| households_estimate_mean_income_dollars | 0 | 1.00 | 98324.58 | 48421.03 | 28734.00 | 64804.00 | 87080.00 | 118799.00 | 4.41278e+05 |
| families_estimate_mean_income_dollars | 0 | 1.00 | 116065.30 | 61702.32 | 26162.00 | 72626.00 | 101194.00 | 140581.00 | 5.70723e+05 |
| married_couple_families_estimate_mean_income_dollars | 1561 | 0.09 | 83649.97 | 27289.75 | 41660.00 | 64951.00 | 80185.00 | 96014.50 | 1.79533e+05 |
| nonfamily_households_estimate_mean_income_dollars | 0 | 1.00 | 62252.53 | 27106.36 | 17627.00 | 44843.00 | 56586.00 | 73142.00 | 3.04243e+05 |
| households_estimate_percent_imputed_household_income_in_the_past_12_months | 0 | 1.00 | 32.58 | 8.38 | 7.30 | 26.80 | 31.50 | 37.30 | 6.76000e+01 |
| families_estimate_percent_imputed_family_income_in_the_past_12_months | 0 | 1.00 | 33.68 | 9.14 | 7.00 | 27.10 | 32.60 | 38.90 | 6.91000e+01 |
| nonfamily_households_estimate_percent_imputed_nonfamily_income_in_the_past_12_months | 0 | 1.00 | 28.79 | 7.95 | 0.00 | 23.30 | 27.90 | 33.50 | 6.47000e+01 |
| count_open_parks | 0 | 1.00 | 14.81 | 14.17 | 0.00 | 6.00 | 11.00 | 20.00 | 1.80000e+02 |
| count_open_parks_tc10 | 0 | 1.00 | 7.74 | 3.08 | 0.00 | 6.00 | 10.00 | 10.00 | 1.00000e+01 |
| count_open_parks_tc5 | 0 | 1.00 | 4.48 | 1.20 | 0.00 | 5.00 | 5.00 | 5.00 | 5.00000e+00 |
| count_open_parks_tc3 | 0 | 1.00 | 2.97 | 0.79 | 0.00 | 3.00 | 3.00 | 3.00 | 5.00000e+00 |
| zcta_area_sqmiles | 0 | 1.00 | 12.47 | 27.21 | 0.01 | 2.44 | 5.28 | 10.77 | 3.24130e+02 |
| tot_park_area | 0 | 1.00 | 2612287.44 | 13306217.27 | 0.00 | 167172.50 | 585816.80 | 1675620.00 | 3.78000e+08 |
| tot_park_area_sqmiles | 0 | 1.00 | 1.01 | 5.14 | 0.00 | 0.06 | 0.23 | 0.65 | 1.45860e+02 |
| prop_park_area_zcta | 0 | 1.00 | 0.08 | 0.10 | 0.00 | 0.02 | 0.05 | 0.10 | 1.00000e+00 |
| total_estimate_workers_16_years_and_over | 0 | 1.00 | 14116.68 | 9006.87 | 157.00 | 7393.00 | 12783.00 | 18819.00 | 5.29050e+04 |
| car_truck_or_van_drove_alone_estimate_workers_16_years_and_over | 0 | 1.00 | 8897.67 | 6126.71 | 9.00 | 4168.00 | 7958.00 | 12078.00 | 4.29260e+04 |
| car_truck_or_van_carpooled_estimate_workers_16_years_and_over | 0 | 1.00 | 1216.84 | 1015.97 | 0.00 | 498.00 | 956.00 | 1640.00 | 8.35800e+03 |
| public_transportation_excluding_taxicab_estimate_workers_16_years_and_over | 0 | 1.00 | 2376.38 | 4295.44 | 0.00 | 331.00 | 885.00 | 2320.00 | 3.57480e+04 |
| total_estimate_age_16_to_19_years | 0 | 1.00 | 2.32 | 1.68 | 0.00 | 1.40 | 2.10 | 2.90 | 2.80000e+01 |
| car_truck_or_van_drove_alone_estimate_age_16_to_19_years | 0 | 1.00 | 1.71 | 1.32 | 0.00 | 0.80 | 1.50 | 2.40 | 1.43000e+01 |
| car_truck_or_van_carpooled_estimate_age_16_to_19_years | 5 | 1.00 | 4.22 | 4.47 | 0.00 | 1.00 | 3.10 | 6.00 | 4.06000e+01 |
| total_estimate_age_20_to_24_years | 0 | 1.00 | 8.37 | 3.73 | 0.00 | 6.20 | 8.00 | 10.00 | 4.73000e+01 |
| car_truck_or_van_drove_alone_estimate_age_20_to_24_years | 0 | 1.00 | 7.32 | 3.44 | 0.00 | 5.30 | 7.10 | 9.00 | 4.99000e+01 |
| car_truck_or_van_carpooled_estimate_age_20_to_24_years | 5 | 1.00 | 9.22 | 6.64 | 0.00 | 4.90 | 8.70 | 12.60 | 6.90000e+01 |
| total_estimate_age_25_to_44_years | 0 | 1.00 | 45.79 | 9.63 | 3.20 | 39.80 | 45.30 | 51.10 | 8.41000e+01 |
| car_truck_or_van_drove_alone_estimate_age_25_to_44_years | 0 | 1.00 | 45.68 | 10.22 | 0.00 | 39.60 | 45.40 | 51.20 | 1.00000e+02 |
| car_truck_or_van_carpooled_estimate_age_25_to_44_years | 5 | 1.00 | 45.96 | 13.41 | 0.00 | 38.30 | 46.20 | 54.12 | 1.00000e+02 |
| total_estimate_age_45_to_54_years | 0 | 1.00 | 22.33 | 5.13 | 3.10 | 19.40 | 22.50 | 25.40 | 3.94000e+01 |
| car_truck_or_van_drove_alone_estimate_age_45_to_54_years | 0 | 1.00 | 23.11 | 5.51 | 0.00 | 20.30 | 23.30 | 26.20 | 5.64000e+01 |
| car_truck_or_van_carpooled_estimate_age_45_to_54_years | 5 | 1.00 | 21.64 | 9.71 | 0.00 | 16.00 | 20.65 | 26.00 | 1.00000e+02 |
| total_estimate_age_55_to_59_years | 0 | 1.00 | 9.49 | 2.90 | 0.00 | 7.60 | 9.40 | 11.30 | 2.89000e+01 |
| car_truck_or_van_drove_alone_estimate_age_55_to_59_years | 0 | 1.00 | 9.88 | 3.21 | 0.00 | 8.00 | 9.80 | 11.60 | 3.39000e+01 |
| car_truck_or_van_carpooled_estimate_age_55_to_59_years | 5 | 1.00 | 8.66 | 6.24 | 0.00 | 4.80 | 7.85 | 11.20 | 1.00000e+02 |
| total_estimate_age_60_years_and_over | 0 | 1.00 | 11.70 | 4.70 | 0.00 | 8.60 | 11.00 | 14.10 | 6.09000e+01 |
| car_truck_or_van_drove_alone_estimate_age_60_years_and_over | 0 | 1.00 | 12.30 | 5.33 | 0.00 | 8.90 | 11.50 | 14.70 | 6.28000e+01 |
| car_truck_or_van_carpooled_estimate_age_60_years_and_over | 5 | 1.00 | 10.31 | 8.11 | 0.00 | 5.50 | 8.70 | 13.30 | 1.00000e+02 |
| total_estimate_median_age_years | 0 | 1.00 | 41.99 | 4.56 | 22.30 | 39.30 | 42.10 | 45.10 | 6.29000e+01 |
| car_truck_or_van_drove_alone_estimate_median_age_years | 3 | 1.00 | 42.83 | 4.43 | 22.40 | 40.10 | 42.90 | 45.70 | 6.30000e+01 |
| car_truck_or_van_carpooled_estimate_median_age_years | 15 | 0.99 | 40.75 | 5.82 | 21.90 | 36.70 | 40.50 | 44.30 | 7.78000e+01 |
| total_estimate_sex_male | 0 | 1.00 | 53.03 | 4.25 | 35.30 | 50.70 | 53.00 | 55.50 | 7.32000e+01 |
| car_truck_or_van_drove_alone_estimate_sex_male | 0 | 1.00 | 54.08 | 5.78 | 31.30 | 51.00 | 53.50 | 56.60 | 1.00000e+02 |
| car_truck_or_van_carpooled_estimate_sex_male | 5 | 1.00 | 52.11 | 11.24 | 0.00 | 45.80 | 51.80 | 58.10 | 1.00000e+02 |
| total_estimate_sex_female | 0 | 1.00 | 46.97 | 4.25 | 26.80 | 44.50 | 47.00 | 49.30 | 6.47000e+01 |
| car_truck_or_van_drove_alone_estimate_sex_female | 0 | 1.00 | 45.92 | 5.78 | 0.00 | 43.40 | 46.50 | 49.00 | 6.87000e+01 |
| car_truck_or_van_carpooled_estimate_sex_female | 5 | 1.00 | 47.89 | 11.24 | 0.00 | 41.90 | 48.20 | 54.20 | 1.00000e+02 |
| total_estimate_race_and_hispanic_or_latino_origin_one_race | 0 | 1.00 | 97.66 | 1.70 | 70.20 | 96.90 | 98.00 | 98.80 | 1.00000e+02 |
| car_truck_or_van_drove_alone_estimate_race_and_hispanic_or_latino_origin_one_race | 0 | 1.00 | 97.83 | 1.72 | 75.50 | 97.10 | 98.20 | 99.00 | 1.00000e+02 |
| car_truck_or_van_carpooled_estimate_race_and_hispanic_or_latino_origin_one_race | 5 | 1.00 | 97.05 | 4.04 | 49.10 | 95.90 | 98.20 | 100.00 | 1.00000e+02 |
| total_estimate_race_and_hispanic_or_latino_origin_one_race_white | 0 | 1.00 | 65.80 | 24.09 | 1.30 | 52.10 | 72.40 | 84.70 | 1.00000e+02 |
| car_truck_or_van_drove_alone_estimate_race_and_hispanic_or_latino_origin_one_race_white | 0 | 1.00 | 67.13 | 24.42 | 0.00 | 53.00 | 74.40 | 86.30 | 1.00000e+02 |
| car_truck_or_van_carpooled_estimate_race_and_hispanic_or_latino_origin_one_race_white | 5 | 1.00 | 61.83 | 24.95 | 0.00 | 46.08 | 65.60 | 81.23 | 1.00000e+02 |
| total_estimate_race_and_hispanic_or_latino_origin_one_race_black_or_african_american | 0 | 1.00 | 14.70 | 21.55 | 0.00 | 2.10 | 5.30 | 16.60 | 9.74000e+01 |
| car_truck_or_van_drove_alone_estimate_race_and_hispanic_or_latino_origin_one_race_black_or_african_american | 0 | 1.00 | 14.73 | 21.93 | 0.00 | 1.80 | 5.10 | 16.80 | 9.79000e+01 |
| car_truck_or_van_carpooled_estimate_race_and_hispanic_or_latino_origin_one_race_black_or_african_american | 5 | 1.00 | 12.88 | 20.63 | 0.00 | 0.30 | 4.60 | 14.53 | 1.00000e+02 |
| total_estimate_race_and_hispanic_or_latino_origin_one_race_american_indian_and_alaska_native | 0 | 1.00 | 0.35 | 0.52 | 0.00 | 0.00 | 0.20 | 0.50 | 7.30000e+00 |
| car_truck_or_van_drove_alone_estimate_race_and_hispanic_or_latino_origin_one_race_american_indian_and_alaska_native | 0 | 1.00 | 0.31 | 0.57 | 0.00 | 0.00 | 0.10 | 0.40 | 8.80000e+00 |
| car_truck_or_van_carpooled_estimate_race_and_hispanic_or_latino_origin_one_race_american_indian_and_alaska_native | 5 | 1.00 | 0.45 | 1.19 | 0.00 | 0.00 | 0.00 | 0.20 | 1.38000e+01 |
| total_estimate_race_and_hispanic_or_latino_origin_one_race_asian | 0 | 1.00 | 9.87 | 10.58 | 0.00 | 2.60 | 6.50 | 13.50 | 7.31000e+01 |
| car_truck_or_van_drove_alone_estimate_race_and_hispanic_or_latino_origin_one_race_asian | 0 | 1.00 | 9.35 | 10.44 | 0.00 | 2.30 | 6.10 | 12.50 | 7.37000e+01 |
| car_truck_or_van_carpooled_estimate_race_and_hispanic_or_latino_origin_one_race_asian | 5 | 1.00 | 13.27 | 15.51 | 0.00 | 1.90 | 8.10 | 18.90 | 1.00000e+02 |
| total_estimate_race_and_hispanic_or_latino_origin_one_race_native_hawaiian_and_other_pacific_islander | 0 | 1.00 | 0.14 | 0.38 | 0.00 | 0.00 | 0.00 | 0.10 | 3.60000e+00 |
| car_truck_or_van_drove_alone_estimate_race_and_hispanic_or_latino_origin_one_race_native_hawaiian_and_other_pacific_islander | 0 | 1.00 | 0.13 | 0.38 | 0.00 | 0.00 | 0.00 | 0.10 | 3.70000e+00 |
| car_truck_or_van_carpooled_estimate_race_and_hispanic_or_latino_origin_one_race_native_hawaiian_and_other_pacific_islander | 5 | 1.00 | 0.16 | 0.91 | 0.00 | 0.00 | 0.00 | 0.00 | 2.21000e+01 |
| total_estimate_race_and_hispanic_or_latino_origin_one_race_some_other_race | 0 | 1.00 | 6.80 | 9.51 | 0.00 | 1.20 | 3.20 | 7.90 | 6.05000e+01 |
| car_truck_or_van_drove_alone_estimate_race_and_hispanic_or_latino_origin_one_race_some_other_race | 0 | 1.00 | 6.19 | 9.04 | 0.00 | 1.00 | 2.70 | 7.00 | 5.92000e+01 |
| car_truck_or_van_carpooled_estimate_race_and_hispanic_or_latino_origin_one_race_some_other_race | 5 | 1.00 | 8.47 | 11.86 | 0.00 | 0.00 | 3.70 | 11.80 | 7.48000e+01 |
| total_estimate_race_and_hispanic_or_latino_origin_two_or_more_races | 0 | 1.00 | 2.34 | 1.70 | 0.00 | 1.20 | 2.00 | 3.10 | 2.98000e+01 |
| car_truck_or_van_drove_alone_estimate_race_and_hispanic_or_latino_origin_two_or_more_races | 0 | 1.00 | 2.17 | 1.72 | 0.00 | 1.00 | 1.80 | 2.90 | 2.45000e+01 |
| car_truck_or_van_carpooled_estimate_race_and_hispanic_or_latino_origin_two_or_more_races | 5 | 1.00 | 2.95 | 4.04 | 0.00 | 0.00 | 1.80 | 4.10 | 5.09000e+01 |
| total_estimate_hispanic_or_latino_origin_of_any_race | 0 | 1.00 | 20.93 | 21.37 | 0.00 | 6.40 | 12.40 | 27.50 | 9.85000e+01 |
| car_truck_or_van_drove_alone_estimate_hispanic_or_latino_origin_of_any_race | 0 | 1.00 | 19.77 | 21.10 | 0.00 | 5.50 | 11.50 | 25.60 | 9.84000e+01 |
| car_truck_or_van_carpooled_estimate_hispanic_or_latino_origin_of_any_race | 5 | 1.00 | 26.26 | 25.21 | 0.00 | 7.10 | 18.10 | 38.65 | 1.00000e+02 |
| total_estimate_white_alone_not_hispanic_or_latino | 0 | 1.00 | 52.83 | 28.24 | 0.30 | 29.30 | 59.10 | 77.00 | 9.81000e+01 |
| car_truck_or_van_drove_alone_estimate_white_alone_not_hispanic_or_latino | 0 | 1.00 | 54.57 | 28.65 | 0.00 | 31.30 | 61.60 | 79.00 | 1.00000e+02 |
| car_truck_or_van_carpooled_estimate_white_alone_not_hispanic_or_latino | 5 | 1.00 | 45.77 | 28.99 | 0.00 | 19.28 | 47.40 | 69.50 | 1.00000e+02 |
| total_estimate_nativity_and_citizenship_status_native | 0 | 1.00 | 71.82 | 18.00 | 15.60 | 59.50 | 75.70 | 86.60 | 9.91000e+01 |
| car_truck_or_van_drove_alone_estimate_nativity_and_citizenship_status_native | 0 | 1.00 | 73.44 | 17.49 | 15.70 | 61.80 | 77.30 | 87.80 | 1.00000e+02 |
| car_truck_or_van_carpooled_estimate_nativity_and_citizenship_status_native | 5 | 1.00 | 63.43 | 22.30 | 0.00 | 46.00 | 64.85 | 81.80 | 1.00000e+02 |
| total_estimate_nativity_and_citizenship_status_foreign_born | 0 | 1.00 | 28.18 | 18.00 | 0.90 | 13.40 | 24.30 | 40.50 | 8.44000e+01 |
| car_truck_or_van_drove_alone_estimate_nativity_and_citizenship_status_foreign_born | 0 | 1.00 | 26.56 | 17.49 | 0.00 | 12.20 | 22.70 | 38.20 | 8.43000e+01 |
| car_truck_or_van_carpooled_estimate_nativity_and_citizenship_status_foreign_born | 5 | 1.00 | 36.57 | 22.30 | 0.00 | 18.20 | 35.15 | 54.00 | 1.00000e+02 |
| total_estimate_nativity_and_citizenship_status_foreign_born_naturalized_u_s_citizen | 0 | 1.00 | 14.40 | 9.89 | 0.00 | 6.70 | 12.00 | 19.80 | 5.75000e+01 |
| car_truck_or_van_drove_alone_estimate_nativity_and_citizenship_status_foreign_born_naturalized_u_s_citizen | 0 | 1.00 | 15.20 | 10.79 | 0.00 | 6.60 | 12.60 | 21.50 | 6.36000e+01 |
| car_truck_or_van_carpooled_estimate_nativity_and_citizenship_status_foreign_born_naturalized_u_s_citizen | 5 | 1.00 | 16.72 | 13.45 | 0.00 | 6.40 | 13.90 | 24.40 | 1.00000e+02 |
| total_estimate_nativity_and_citizenship_status_foreign_born_not_a_u_s_citizen | 0 | 1.00 | 13.78 | 11.26 | 0.00 | 5.30 | 10.80 | 19.30 | 6.48000e+01 |
| car_truck_or_van_drove_alone_estimate_nativity_and_citizenship_status_foreign_born_not_a_u_s_citizen | 0 | 1.00 | 11.36 | 9.47 | 0.00 | 4.40 | 8.70 | 15.60 | 5.26000e+01 |
| car_truck_or_van_carpooled_estimate_nativity_and_citizenship_status_foreign_born_not_a_u_s_citizen | 5 | 1.00 | 19.85 | 16.86 | 0.00 | 6.80 | 15.75 | 29.22 | 1.00000e+02 |
| total_estimate_language_spoken_at_home_and_ability_to_speak_english_speak_language_other_than_english | 0 | 1.00 | 33.21 | 21.91 | 1.20 | 16.10 | 27.80 | 47.00 | 9.71000e+01 |
| car_truck_or_van_drove_alone_estimate_language_spoken_at_home_and_ability_to_speak_english_speak_language_other_than_english | 0 | 1.00 | 31.84 | 21.94 | 0.00 | 14.60 | 26.10 | 44.50 | 1.00000e+02 |
| car_truck_or_van_carpooled_estimate_language_spoken_at_home_and_ability_to_speak_english_speak_language_other_than_english | 5 | 1.00 | 42.24 | 25.18 | 0.00 | 21.10 | 40.70 | 62.10 | 1.00000e+02 |
| total_estimate_language_spoken_at_home_and_ability_to_speak_english_speak_language_other_than_english_speak_english_very_well | 0 | 1.00 | 19.30 | 10.95 | 0.00 | 10.90 | 17.80 | 26.10 | 6.75000e+01 |
| car_truck_or_van_drove_alone_estimate_language_spoken_at_home_and_ability_to_speak_english_speak_language_other_than_english_speak_english_very_well | 0 | 1.00 | 19.60 | 12.11 | 0.00 | 10.40 | 17.30 | 26.80 | 1.00000e+02 |
| car_truck_or_van_carpooled_estimate_language_spoken_at_home_and_ability_to_speak_english_speak_language_other_than_english_speak_english_very_well | 5 | 1.00 | 21.10 | 13.28 | 0.00 | 10.90 | 20.00 | 29.30 | 1.00000e+02 |
| total_estimate_language_spoken_at_home_and_ability_to_speak_english_speak_language_other_than_english_speak_english_less_than_very_well | 0 | 1.00 | 13.90 | 13.12 | 0.00 | 4.10 | 9.20 | 20.40 | 6.90000e+01 |
| car_truck_or_van_drove_alone_estimate_language_spoken_at_home_and_ability_to_speak_english_speak_language_other_than_english_speak_english_less_than_very_well | 0 | 1.00 | 12.24 | 11.85 | 0.00 | 3.30 | 8.20 | 17.70 | 6.50000e+01 |
| car_truck_or_van_carpooled_estimate_language_spoken_at_home_and_ability_to_speak_english_speak_language_other_than_english_speak_english_less_than_very_well | 5 | 1.00 | 21.14 | 18.25 | 0.00 | 5.97 | 16.35 | 32.10 | 1.00000e+02 |
| total_estimate_earnings_in_the_past_12_months_in_2015_inflation_adjusted_dollars_for_workers_workers_16_years_and_over_with_earnings | 0 | 1.00 | 14115.00 | 9006.16 | 157.00 | 7393.00 | 12783.00 | 18819.00 | 5.29050e+04 |
| car_truck_or_van_drove_alone_estimate_earnings_in_the_past_12_months_in_2015_inflation_adjusted_dollars_for_workers_workers_16_years_and_over_with_earnings | 0 | 1.00 | 8896.94 | 6126.25 | 9.00 | 4168.00 | 7958.00 | 12078.00 | 4.29040e+04 |
| car_truck_or_van_carpooled_estimate_earnings_in_the_past_12_months_in_2015_inflation_adjusted_dollars_for_workers_workers_16_years_and_over_with_earnings | 0 | 1.00 | 1216.59 | 1015.87 | 0.00 | 498.00 | 955.00 | 1640.00 | 8.35800e+03 |
| public_transportation_excluding_taxicab_estimate_earnings_in_the_past_12_months_in_2015_inflation_adjusted_dollars_for_workers_workers_16_years_and_over_with_earnings | 0 | 1.00 | 2376.27 | 4295.33 | 0.00 | 331.00 | 885.00 | 2320.00 | 3.57480e+04 |
| total_estimate_earnings_in_the_past_12_months_in_2015_inflation_adjusted_dollars_for_workers_workers_16_years_and_over_with_earnings_1_to_9_999_or_loss | 0 | 1.00 | 11.58 | 4.31 | 1.50 | 9.10 | 11.00 | 13.30 | 5.58000e+01 |
| car_truck_or_van_drove_alone_estimate_earnings_in_the_past_12_months_in_2015_inflation_adjusted_dollars_for_workers_workers_16_years_and_over_with_earnings_1_to_9_999_or_loss | 0 | 1.00 | 9.41 | 3.57 | 0.00 | 7.40 | 9.20 | 11.30 | 4.94000e+01 |
| car_truck_or_van_carpooled_estimate_earnings_in_the_past_12_months_in_2015_inflation_adjusted_dollars_for_workers_workers_16_years_and_over_with_earnings_1_to_9_999_or_loss | 5 | 1.00 | 14.91 | 8.06 | 0.00 | 9.90 | 14.20 | 19.12 | 7.50000e+01 |
| total_estimate_earnings_in_the_past_12_months_in_2015_inflation_adjusted_dollars_for_workers_workers_16_years_and_over_with_earnings_10_000_to_14_999 | 0 | 1.00 | 6.83 | 3.13 | 0.00 | 4.60 | 6.20 | 8.50 | 2.70000e+01 |
| car_truck_or_van_drove_alone_estimate_earnings_in_the_past_12_months_in_2015_inflation_adjusted_dollars_for_workers_workers_16_years_and_over_with_earnings_10_000_to_14_999 | 0 | 1.00 | 6.03 | 2.90 | 0.00 | 4.30 | 5.60 | 7.50 | 2.36000e+01 |
| car_truck_or_van_carpooled_estimate_earnings_in_the_past_12_months_in_2015_inflation_adjusted_dollars_for_workers_workers_16_years_and_over_with_earnings_10_000_to_14_999 | 5 | 1.00 | 7.80 | 5.92 | 0.00 | 3.60 | 6.80 | 11.12 | 4.40000e+01 |
| total_estimate_earnings_in_the_past_12_months_in_2015_inflation_adjusted_dollars_for_workers_workers_16_years_and_over_with_earnings_15_000_to_24_999 | 0 | 1.00 | 13.49 | 6.27 | 0.00 | 8.80 | 12.10 | 17.10 | 4.41000e+01 |
| car_truck_or_van_drove_alone_estimate_earnings_in_the_past_12_months_in_2015_inflation_adjusted_dollars_for_workers_workers_16_years_and_over_with_earnings_15_000_to_24_999 | 0 | 1.00 | 12.59 | 6.12 | 0.00 | 8.40 | 11.40 | 16.10 | 4.13000e+01 |
| car_truck_or_van_carpooled_estimate_earnings_in_the_past_12_months_in_2015_inflation_adjusted_dollars_for_workers_workers_16_years_and_over_with_earnings_15_000_to_24_999 | 5 | 1.00 | 16.02 | 10.12 | 0.00 | 8.80 | 15.10 | 21.90 | 1.00000e+02 |
| total_estimate_earnings_in_the_past_12_months_in_2015_inflation_adjusted_dollars_for_workers_workers_16_years_and_over_with_earnings_25_000_to_34_999 | 0 | 1.00 | 11.98 | 4.19 | 0.00 | 8.70 | 12.00 | 15.20 | 2.41000e+01 |
| car_truck_or_van_drove_alone_estimate_earnings_in_the_past_12_months_in_2015_inflation_adjusted_dollars_for_workers_workers_16_years_and_over_with_earnings_25_000_to_34_999 | 0 | 1.00 | 12.20 | 4.75 | 0.00 | 8.70 | 12.20 | 15.60 | 2.84000e+01 |
| car_truck_or_van_carpooled_estimate_earnings_in_the_past_12_months_in_2015_inflation_adjusted_dollars_for_workers_workers_16_years_and_over_with_earnings_25_000_to_34_999 | 5 | 1.00 | 12.72 | 7.36 | 0.00 | 7.80 | 12.50 | 17.02 | 6.47000e+01 |
| total_estimate_earnings_in_the_past_12_months_in_2015_inflation_adjusted_dollars_for_workers_workers_16_years_and_over_with_earnings_35_000_to_49_999 | 0 | 1.00 | 14.32 | 3.74 | 2.00 | 12.00 | 14.40 | 16.80 | 3.56000e+01 |
| car_truck_or_van_drove_alone_estimate_earnings_in_the_past_12_months_in_2015_inflation_adjusted_dollars_for_workers_workers_16_years_and_over_with_earnings_35_000_to_49_999 | 0 | 1.00 | 15.28 | 4.50 | 0.00 | 12.50 | 15.60 | 18.20 | 3.54000e+01 |
| car_truck_or_van_carpooled_estimate_earnings_in_the_past_12_months_in_2015_inflation_adjusted_dollars_for_workers_workers_16_years_and_over_with_earnings_35_000_to_49_999 | 5 | 1.00 | 13.35 | 7.00 | 0.00 | 8.90 | 13.10 | 17.20 | 5.36000e+01 |
| total_estimate_earnings_in_the_past_12_months_in_2015_inflation_adjusted_dollars_for_workers_workers_16_years_and_over_with_earnings_50_000_to_64_999 | 0 | 1.00 | 11.76 | 3.10 | 0.00 | 9.80 | 11.90 | 13.80 | 3.07000e+01 |
| car_truck_or_van_drove_alone_estimate_earnings_in_the_past_12_months_in_2015_inflation_adjusted_dollars_for_workers_workers_16_years_and_over_with_earnings_50_000_to_64_999 | 0 | 1.00 | 12.66 | 3.75 | 0.00 | 10.60 | 12.80 | 14.80 | 5.45000e+01 |
| car_truck_or_van_carpooled_estimate_earnings_in_the_past_12_months_in_2015_inflation_adjusted_dollars_for_workers_workers_16_years_and_over_with_earnings_50_000_to_64_999 | 5 | 1.00 | 10.39 | 6.81 | 0.00 | 6.00 | 9.60 | 13.70 | 7.91000e+01 |
| total_estimate_earnings_in_the_past_12_months_in_2015_inflation_adjusted_dollars_for_workers_workers_16_years_and_over_with_earnings_65_000_to_74_999 | 0 | 1.00 | 5.22 | 1.91 | 0.00 | 4.00 | 5.30 | 6.40 | 1.72000e+01 |
| car_truck_or_van_drove_alone_estimate_earnings_in_the_past_12_months_in_2015_inflation_adjusted_dollars_for_workers_workers_16_years_and_over_with_earnings_65_000_to_74_999 | 0 | 1.00 | 5.63 | 3.22 | 0.00 | 4.20 | 5.60 | 6.90 | 1.00000e+02 |
| car_truck_or_van_carpooled_estimate_earnings_in_the_past_12_months_in_2015_inflation_adjusted_dollars_for_workers_workers_16_years_and_over_with_earnings_65_000_to_74_999 | 5 | 1.00 | 4.42 | 4.78 | 0.00 | 1.50 | 3.50 | 6.20 | 1.00000e+02 |
| total_estimate_earnings_in_the_past_12_months_in_2015_inflation_adjusted_dollars_for_workers_workers_16_years_and_over_with_earnings_75_000_or_more | 0 | 1.00 | 24.82 | 15.00 | 1.10 | 12.40 | 22.60 | 35.40 | 7.91000e+01 |
| car_truck_or_van_drove_alone_estimate_earnings_in_the_past_12_months_in_2015_inflation_adjusted_dollars_for_workers_workers_16_years_and_over_with_earnings_75_000_or_more | 0 | 1.00 | 26.19 | 15.65 | 0.00 | 13.70 | 23.60 | 36.30 | 1.00000e+02 |
| car_truck_or_van_carpooled_estimate_earnings_in_the_past_12_months_in_2015_inflation_adjusted_dollars_for_workers_workers_16_years_and_over_with_earnings_75_000_or_more | 5 | 1.00 | 20.38 | 16.85 | 0.00 | 7.40 | 16.00 | 29.50 | 1.00000e+02 |
| total_estimate_poverty_status_in_the_past_12_months_workers_16_years_and_over_for_whom_poverty_status_is_determined | 0 | 1.00 | 14058.18 | 8996.00 | 157.00 | 7376.00 | 12754.00 | 18787.00 | 5.29050e+04 |
| car_truck_or_van_drove_alone_estimate_poverty_status_in_the_past_12_months_workers_16_years_and_over_for_whom_poverty_status_is_determined | 0 | 1.00 | 8887.39 | 6126.48 | 9.00 | 4164.00 | 7951.00 | 12078.00 | 4.29260e+04 |
| car_truck_or_van_carpooled_estimate_poverty_status_in_the_past_12_months_workers_16_years_and_over_for_whom_poverty_status_is_determined | 0 | 1.00 | 1214.62 | 1016.44 | 0.00 | 491.00 | 953.00 | 1639.00 | 8.35800e+03 |
| public_transportation_excluding_taxicab_estimate_poverty_status_in_the_past_12_months_workers_16_years_and_over_for_whom_poverty_status_is_determined | 0 | 1.00 | 2369.86 | 4289.13 | 0.00 | 330.00 | 883.00 | 2316.00 | 3.57480e+04 |
| total_estimate_poverty_status_in_the_past_12_months_workers_16_years_and_over_for_whom_poverty_status_is_determined_below_100_percent_of_the_poverty_level | 0 | 1.00 | 6.26 | 4.93 | 0.00 | 2.70 | 4.90 | 8.60 | 4.56000e+01 |
| car_truck_or_van_drove_alone_estimate_poverty_status_in_the_past_12_months_workers_16_years_and_over_for_whom_poverty_status_is_determined_below_100_percent_of_the_poverty_level | 0 | 1.00 | 4.95 | 4.06 | 0.00 | 2.10 | 3.90 | 6.90 | 4.71000e+01 |
| car_truck_or_van_carpooled_estimate_poverty_status_in_the_past_12_months_workers_16_years_and_over_for_whom_poverty_status_is_determined_below_100_percent_of_the_poverty_level | 5 | 1.00 | 7.17 | 6.85 | 0.00 | 1.90 | 5.65 | 10.50 | 7.50000e+01 |
| total_estimate_poverty_status_in_the_past_12_months_workers_16_years_and_over_for_whom_poverty_status_is_determined_100_to_149_percent_of_the_poverty_level | 0 | 1.00 | 5.95 | 4.42 | 0.00 | 2.60 | 4.70 | 8.40 | 3.80000e+01 |
| car_truck_or_van_drove_alone_estimate_poverty_status_in_the_past_12_months_workers_16_years_and_over_for_whom_poverty_status_is_determined_100_to_149_percent_of_the_poverty_level | 0 | 1.00 | 5.16 | 4.06 | 0.00 | 2.20 | 4.00 | 7.30 | 3.55000e+01 |
| car_truck_or_van_carpooled_estimate_poverty_status_in_the_past_12_months_workers_16_years_and_over_for_whom_poverty_status_is_determined_100_to_149_percent_of_the_poverty_level | 5 | 1.00 | 7.18 | 7.05 | 0.00 | 1.60 | 5.40 | 11.00 | 6.37000e+01 |
| total_estimate_poverty_status_in_the_past_12_months_workers_16_years_and_over_for_whom_poverty_status_is_determined_at_or_above_150_percent_of_the_poverty_level | 0 | 1.00 | 87.79 | 8.84 | 47.30 | 83.00 | 90.40 | 94.60 | 1.00000e+02 |
| car_truck_or_van_drove_alone_estimate_poverty_status_in_the_past_12_months_workers_16_years_and_over_for_whom_poverty_status_is_determined_at_or_above_150_percent_of_the_poverty_level | 0 | 1.00 | 89.89 | 7.58 | 46.70 | 86.00 | 92.00 | 95.50 | 1.00000e+02 |
| car_truck_or_van_carpooled_estimate_poverty_status_in_the_past_12_months_workers_16_years_and_over_for_whom_poverty_status_is_determined_at_or_above_150_percent_of_the_poverty_level | 5 | 1.00 | 85.66 | 11.50 | 25.00 | 78.77 | 88.25 | 94.60 | 1.00000e+02 |
| total_estimate_workers_16_years_and_over_2 | 0 | 1.00 | 14116.68 | 9006.87 | 157.00 | 7393.00 | 12783.00 | 18819.00 | 5.29050e+04 |
| car_truck_or_van_drove_alone_estimate_workers_16_years_and_over_2 | 0 | 1.00 | 8897.67 | 6126.71 | 9.00 | 4168.00 | 7958.00 | 12078.00 | 4.29260e+04 |
| car_truck_or_van_carpooled_estimate_workers_16_years_and_over_2 | 0 | 1.00 | 1216.84 | 1015.97 | 0.00 | 498.00 | 956.00 | 1640.00 | 8.35800e+03 |
| public_transportation_excluding_taxicab_estimate_workers_16_years_and_over_2 | 0 | 1.00 | 2376.38 | 4295.44 | 0.00 | 331.00 | 885.00 | 2320.00 | 3.57480e+04 |
| total_estimate_workers_16_years_and_over_occupation_management_business_science_and_arts_occupations | 0 | 1.00 | 43.11 | 16.61 | 7.70 | 29.90 | 42.50 | 55.50 | 8.58000e+01 |
| car_truck_or_van_drove_alone_estimate_workers_16_years_and_over_occupation_management_business_science_and_arts_occupations | 0 | 1.00 | 43.97 | 16.47 | 8.60 | 31.00 | 42.70 | 55.90 | 1.00000e+02 |
| car_truck_or_van_carpooled_estimate_workers_16_years_and_over_occupation_management_business_science_and_arts_occupations | 5 | 1.00 | 38.22 | 19.71 | 0.00 | 23.00 | 35.45 | 50.92 | 1.00000e+02 |
| total_estimate_workers_16_years_and_over_occupation_service_occupations | 0 | 1.00 | 16.84 | 7.19 | 0.00 | 11.40 | 16.00 | 21.60 | 4.07000e+01 |
| car_truck_or_van_drove_alone_estimate_workers_16_years_and_over_occupation_service_occupations | 0 | 1.00 | 15.32 | 6.22 | 0.00 | 11.20 | 14.90 | 19.50 | 4.17000e+01 |
| car_truck_or_van_carpooled_estimate_workers_16_years_and_over_occupation_service_occupations | 5 | 1.00 | 18.22 | 10.02 | 0.00 | 11.40 | 17.70 | 24.60 | 8.61000e+01 |
| total_estimate_workers_16_years_and_over_occupation_sales_and_office_occupations | 0 | 1.00 | 23.55 | 4.31 | 8.30 | 20.90 | 23.80 | 26.30 | 3.84000e+01 |
| car_truck_or_van_drove_alone_estimate_workers_16_years_and_over_occupation_sales_and_office_occupations | 0 | 1.00 | 23.28 | 5.20 | 0.00 | 20.50 | 23.70 | 26.40 | 5.86000e+01 |
| car_truck_or_van_carpooled_estimate_workers_16_years_and_over_occupation_sales_and_office_occupations | 5 | 1.00 | 22.28 | 10.01 | 0.00 | 16.40 | 21.60 | 27.20 | 1.00000e+02 |
| total_estimate_workers_16_years_and_over_occupation_natural_resources_construction_and_maintenance_occupations | 0 | 1.00 | 7.04 | 4.70 | 0.00 | 3.70 | 6.40 | 9.30 | 3.04000e+01 |
| car_truck_or_van_drove_alone_estimate_workers_16_years_and_over_occupation_natural_resources_construction_and_maintenance_occupations | 0 | 1.00 | 7.23 | 4.50 | 0.00 | 4.10 | 6.80 | 9.60 | 4.71000e+01 |
| car_truck_or_van_carpooled_estimate_workers_16_years_and_over_occupation_natural_resources_construction_and_maintenance_occupations | 5 | 1.00 | 10.34 | 9.40 | 0.00 | 3.40 | 8.20 | 15.00 | 6.27000e+01 |
| total_estimate_workers_16_years_and_over_occupation_production_transportation_and_material_moving_occupations | 0 | 1.00 | 9.34 | 5.99 | 0.00 | 4.70 | 8.20 | 12.80 | 3.56000e+01 |
| car_truck_or_van_drove_alone_estimate_workers_16_years_and_over_occupation_production_transportation_and_material_moving_occupations | 0 | 1.00 | 10.08 | 6.50 | 0.00 | 5.10 | 8.90 | 14.00 | 4.49000e+01 |
| car_truck_or_van_carpooled_estimate_workers_16_years_and_over_occupation_production_transportation_and_material_moving_occupations | 5 | 1.00 | 10.85 | 8.88 | 0.00 | 4.20 | 9.20 | 15.60 | 5.91000e+01 |
| total_estimate_workers_16_years_and_over_occupation_military_specific_occupations | 0 | 1.00 | 0.12 | 0.85 | 0.00 | 0.00 | 0.00 | 0.10 | 2.47000e+01 |
| car_truck_or_van_drove_alone_estimate_workers_16_years_and_over_occupation_military_specific_occupations | 0 | 1.00 | 0.12 | 0.75 | 0.00 | 0.00 | 0.00 | 0.00 | 2.31000e+01 |
| car_truck_or_van_carpooled_estimate_workers_16_years_and_over_occupation_military_specific_occupations | 5 | 1.00 | 0.10 | 0.81 | 0.00 | 0.00 | 0.00 | 0.00 | 1.81000e+01 |
| total_estimate_industry_agriculture_forestry_fishing_and_hunting_and_mining | 0 | 1.00 | 0.73 | 1.54 | 0.00 | 0.10 | 0.20 | 0.70 | 1.71000e+01 |
| car_truck_or_van_drove_alone_estimate_industry_agriculture_forestry_fishing_and_hunting_and_mining | 0 | 1.00 | 0.69 | 1.51 | 0.00 | 0.00 | 0.20 | 0.70 | 1.68000e+01 |
| car_truck_or_van_carpooled_estimate_industry_agriculture_forestry_fishing_and_hunting_and_mining | 5 | 1.00 | 0.79 | 2.26 | 0.00 | 0.00 | 0.00 | 0.60 | 3.39000e+01 |
| total_estimate_industry_construction | 0 | 1.00 | 5.70 | 3.65 | 0.00 | 3.20 | 5.10 | 7.20 | 2.78000e+01 |
| car_truck_or_van_drove_alone_estimate_industry_construction | 0 | 1.00 | 5.72 | 3.42 | 0.00 | 3.50 | 5.20 | 7.20 | 4.55000e+01 |
| car_truck_or_van_carpooled_estimate_industry_construction | 5 | 1.00 | 8.90 | 9.03 | 0.00 | 2.60 | 6.55 | 12.43 | 1.00000e+02 |
| total_estimate_industry_manufacturing | 0 | 1.00 | 7.72 | 4.16 | 0.00 | 4.60 | 7.00 | 10.40 | 2.67000e+01 |
| car_truck_or_van_drove_alone_estimate_industry_manufacturing | 0 | 1.00 | 8.29 | 4.31 | 0.00 | 5.00 | 7.80 | 11.00 | 2.97000e+01 |
| car_truck_or_van_carpooled_estimate_industry_manufacturing | 5 | 1.00 | 8.50 | 7.43 | 0.00 | 3.20 | 6.90 | 12.20 | 5.45000e+01 |
| total_estimate_industry_wholesale_trade | 0 | 1.00 | 2.92 | 1.57 | 0.00 | 1.90 | 2.70 | 3.70 | 1.53000e+01 |
| car_truck_or_van_drove_alone_estimate_industry_wholesale_trade | 0 | 1.00 | 3.22 | 1.95 | 0.00 | 2.00 | 3.00 | 4.10 | 2.54000e+01 |
| car_truck_or_van_carpooled_estimate_industry_wholesale_trade | 5 | 1.00 | 3.02 | 4.17 | 0.00 | 0.00 | 1.90 | 4.30 | 6.13000e+01 |
| total_estimate_industry_retail_trade | 0 | 1.00 | 10.28 | 2.81 | 0.00 | 8.60 | 10.40 | 12.10 | 2.67000e+01 |
| car_truck_or_van_drove_alone_estimate_industry_retail_trade | 0 | 1.00 | 10.17 | 3.28 | 0.00 | 8.20 | 10.40 | 12.20 | 3.25000e+01 |
| car_truck_or_van_carpooled_estimate_industry_retail_trade | 5 | 1.00 | 10.05 | 6.31 | 0.00 | 6.00 | 9.50 | 13.20 | 4.77000e+01 |
| total_estimate_industry_transportation_and_warehousing_and_utilities | 0 | 1.00 | 5.18 | 2.94 | 0.00 | 3.00 | 4.80 | 6.90 | 1.86000e+01 |
| car_truck_or_van_drove_alone_estimate_industry_transportation_and_warehousing_and_utilities | 0 | 1.00 | 6.11 | 3.93 | 0.00 | 3.30 | 5.50 | 8.00 | 3.47000e+01 |
| car_truck_or_van_carpooled_estimate_industry_transportation_and_warehousing_and_utilities | 5 | 1.00 | 4.44 | 4.51 | 0.00 | 1.10 | 3.40 | 6.30 | 3.50000e+01 |
| total_estimate_industry_information_and_finance_and_insurance_and_real_estate_and_rental_and_leasing | 0 | 1.00 | 11.08 | 5.41 | 0.00 | 7.50 | 10.00 | 13.10 | 5.51000e+01 |
| car_truck_or_van_drove_alone_estimate_industry_information_and_finance_and_insurance_and_real_estate_and_rental_and_leasing | 0 | 1.00 | 10.22 | 4.59 | 0.00 | 7.30 | 9.40 | 12.20 | 4.71000e+01 |
| car_truck_or_van_carpooled_estimate_industry_information_and_finance_and_insurance_and_real_estate_and_rental_and_leasing | 5 | 1.00 | 8.57 | 8.63 | 0.00 | 3.70 | 6.70 | 11.00 | 1.00000e+02 |
| total_estimate_industry_professional_scientific_management_and_administrative_and_waste_management_services | 0 | 1.00 | 14.63 | 5.57 | 2.60 | 10.60 | 13.20 | 17.50 | 4.24000e+01 |
| car_truck_or_van_drove_alone_estimate_industry_professional_scientific_management_and_administrative_and_waste_management_services | 0 | 1.00 | 12.96 | 5.83 | 0.00 | 9.30 | 11.70 | 15.20 | 1.00000e+02 |
| car_truck_or_van_carpooled_estimate_industry_professional_scientific_management_and_administrative_and_waste_management_services | 5 | 1.00 | 13.17 | 8.50 | 0.00 | 8.00 | 11.90 | 16.90 | 1.00000e+02 |
| total_estimate_industry_educational_services_and_health_care_and_social_assistance | 0 | 1.00 | 22.66 | 6.38 | 4.00 | 18.30 | 21.70 | 26.30 | 4.91000e+01 |
| car_truck_or_van_drove_alone_estimate_industry_educational_services_and_health_care_and_social_assistance | 0 | 1.00 | 24.47 | 7.07 | 0.00 | 19.70 | 23.40 | 28.60 | 5.50000e+01 |
| car_truck_or_van_carpooled_estimate_industry_educational_services_and_health_care_and_social_assistance | 5 | 1.00 | 22.64 | 11.37 | 0.00 | 14.70 | 21.60 | 28.70 | 1.00000e+02 |
| total_estimate_industry_arts_entertainment_and_recreation_and_accommodation_and_food_services | 0 | 1.00 | 9.20 | 3.58 | 0.00 | 6.80 | 8.60 | 10.90 | 2.94000e+01 |
| car_truck_or_van_drove_alone_estimate_industry_arts_entertainment_and_recreation_and_accommodation_and_food_services | 0 | 1.00 | 8.18 | 3.37 | 0.00 | 6.00 | 7.80 | 9.90 | 4.21000e+01 |
| car_truck_or_van_carpooled_estimate_industry_arts_entertainment_and_recreation_and_accommodation_and_food_services | 5 | 1.00 | 10.12 | 7.23 | 0.00 | 5.50 | 9.25 | 13.40 | 1.00000e+02 |
| total_estimate_industry_other_services_except_public_administration | 0 | 1.00 | 5.20 | 1.86 | 0.00 | 4.00 | 5.00 | 6.10 | 1.67000e+01 |
| car_truck_or_van_drove_alone_estimate_industry_other_services_except_public_administration | 0 | 1.00 | 4.98 | 2.01 | 0.00 | 3.80 | 4.90 | 6.00 | 1.92000e+01 |
| car_truck_or_van_carpooled_estimate_industry_other_services_except_public_administration | 5 | 1.00 | 5.41 | 4.95 | 0.00 | 2.10 | 4.70 | 7.50 | 7.50000e+01 |
| total_estimate_industry_public_administration | 0 | 1.00 | 4.49 | 3.53 | 0.00 | 2.50 | 3.60 | 5.10 | 3.20000e+01 |
| car_truck_or_van_drove_alone_estimate_industry_public_administration | 0 | 1.00 | 4.73 | 3.48 | 0.00 | 2.60 | 3.90 | 5.70 | 3.33000e+01 |
| car_truck_or_van_carpooled_estimate_industry_public_administration | 5 | 1.00 | 4.15 | 5.57 | 0.00 | 0.70 | 2.50 | 5.20 | 5.62000e+01 |
| total_estimate_industry_armed_forces | 0 | 1.00 | 0.24 | 1.86 | 0.00 | 0.00 | 0.00 | 0.10 | 5.97000e+01 |
| car_truck_or_van_drove_alone_estimate_industry_armed_forces | 0 | 1.00 | 0.25 | 1.79 | 0.00 | 0.00 | 0.00 | 0.10 | 5.65000e+01 |
| car_truck_or_van_carpooled_estimate_industry_armed_forces | 5 | 1.00 | 0.24 | 2.45 | 0.00 | 0.00 | 0.00 | 0.00 | 8.87000e+01 |
| total_estimate_class_of_worker_private_wage_and_salary_workers | 0 | 1.00 | 80.34 | 6.19 | 16.20 | 77.60 | 81.30 | 84.20 | 1.00000e+02 |
| car_truck_or_van_drove_alone_estimate_class_of_worker_private_wage_and_salary_workers | 0 | 1.00 | 80.18 | 6.60 | 19.50 | 77.10 | 81.20 | 84.30 | 1.00000e+02 |
| car_truck_or_van_carpooled_estimate_class_of_worker_private_wage_and_salary_workers | 5 | 1.00 | 79.93 | 10.83 | 0.00 | 74.57 | 81.35 | 87.00 | 1.00000e+02 |
| total_estimate_class_of_worker_government_workers | 0 | 1.00 | 13.15 | 6.32 | 0.00 | 9.20 | 12.10 | 15.50 | 8.33000e+01 |
| car_truck_or_van_drove_alone_estimate_class_of_worker_government_workers | 0 | 1.00 | 14.38 | 6.63 | 0.00 | 10.10 | 13.30 | 17.10 | 8.05000e+01 |
| car_truck_or_van_carpooled_estimate_class_of_worker_government_workers | 5 | 1.00 | 13.25 | 10.03 | 0.00 | 6.70 | 11.10 | 17.33 | 1.00000e+02 |
| total_estimate_class_of_worker_self_employed_workers_in_own_not_incorporated_business | 0 | 1.00 | 6.37 | 2.99 | 0.00 | 4.30 | 5.90 | 7.90 | 2.54000e+01 |
| car_truck_or_van_drove_alone_estimate_class_of_worker_self_employed_workers_in_own_not_incorporated_business | 0 | 1.00 | 5.34 | 2.81 | 0.00 | 3.40 | 4.80 | 6.70 | 2.35000e+01 |
| car_truck_or_van_carpooled_estimate_class_of_worker_self_employed_workers_in_own_not_incorporated_business | 5 | 1.00 | 6.54 | 5.74 | 0.00 | 2.60 | 5.40 | 9.20 | 5.66000e+01 |
| total_estimate_class_of_worker_unpaid_family_workers | 0 | 1.00 | 0.14 | 0.21 | 0.00 | 0.00 | 0.10 | 0.20 | 3.30000e+00 |
| car_truck_or_van_drove_alone_estimate_class_of_worker_unpaid_family_workers | 0 | 1.00 | 0.10 | 0.22 | 0.00 | 0.00 | 0.00 | 0.10 | 3.10000e+00 |
| car_truck_or_van_carpooled_estimate_class_of_worker_unpaid_family_workers | 5 | 1.00 | 0.28 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1.81000e+01 |
| total_estimate_place_of_work_worked_in_state_of_residence | 0 | 1.00 | 94.04 | 10.46 | 28.50 | 95.00 | 98.60 | 99.40 | 1.00000e+02 |
| car_truck_or_van_drove_alone_estimate_place_of_work_worked_in_state_of_residence | 0 | 1.00 | 94.10 | 10.38 | 0.00 | 94.10 | 98.80 | 99.60 | 1.00000e+02 |
| car_truck_or_van_carpooled_estimate_place_of_work_worked_in_state_of_residence | 5 | 1.00 | 92.96 | 12.78 | 0.00 | 92.90 | 98.60 | 100.00 | 1.00000e+02 |
| total_estimate_place_of_work_worked_in_state_of_residence_worked_in_county_of_residence | 0 | 1.00 | 67.70 | 20.78 | 12.00 | 50.50 | 66.40 | 88.50 | 9.94000e+01 |
| car_truck_or_van_drove_alone_estimate_place_of_work_worked_in_state_of_residence_worked_in_county_of_residence | 0 | 1.00 | 65.23 | 21.25 | 0.00 | 49.30 | 63.40 | 86.10 | 9.95000e+01 |
| car_truck_or_van_carpooled_estimate_place_of_work_worked_in_state_of_residence_worked_in_county_of_residence | 5 | 1.00 | 65.20 | 23.16 | 0.00 | 47.18 | 65.90 | 87.70 | 1.00000e+02 |
| total_estimate_place_of_work_worked_in_state_of_residence_worked_outside_county_of_residence | 0 | 1.00 | 26.35 | 19.18 | 0.00 | 7.70 | 24.50 | 41.40 | 8.46000e+01 |
| car_truck_or_van_drove_alone_estimate_place_of_work_worked_in_state_of_residence_worked_outside_county_of_residence | 0 | 1.00 | 28.86 | 19.45 | 0.00 | 9.80 | 28.70 | 43.60 | 1.00000e+02 |
| car_truck_or_van_carpooled_estimate_place_of_work_worked_in_state_of_residence_worked_outside_county_of_residence | 5 | 1.00 | 27.76 | 21.00 | 0.00 | 8.50 | 24.90 | 43.50 | 1.00000e+02 |
| total_estimate_place_of_work_worked_outside_state_of_residence | 0 | 1.00 | 5.96 | 10.46 | 0.00 | 0.60 | 1.40 | 5.00 | 7.15000e+01 |
| car_truck_or_van_drove_alone_estimate_place_of_work_worked_outside_state_of_residence | 0 | 1.00 | 5.90 | 10.38 | 0.00 | 0.40 | 1.20 | 5.90 | 1.00000e+02 |
| car_truck_or_van_carpooled_estimate_place_of_work_worked_outside_state_of_residence | 5 | 1.00 | 7.04 | 12.78 | 0.00 | 0.00 | 1.40 | 7.10 | 1.00000e+02 |
| total_estimate_workers_16_years_and_over_who_did_not_work_at_home | 0 | 1.00 | 13443.54 | 8636.29 | 157.00 | 7012.00 | 12092.00 | 17895.00 | 5.22770e+04 |
| car_truck_or_van_drove_alone_estimate_workers_16_years_and_over_who_did_not_work_at_home | 0 | 1.00 | 8897.67 | 6126.71 | 9.00 | 4168.00 | 7958.00 | 12078.00 | 4.29260e+04 |
| car_truck_or_van_carpooled_estimate_workers_16_years_and_over_who_did_not_work_at_home | 0 | 1.00 | 1216.84 | 1015.97 | 0.00 | 498.00 | 956.00 | 1640.00 | 8.35800e+03 |
| public_transportation_excluding_taxicab_estimate_workers_16_years_and_over_who_did_not_work_at_home | 0 | 1.00 | 2376.38 | 4295.44 | 0.00 | 331.00 | 885.00 | 2320.00 | 3.57480e+04 |
| total_estimate_workers_16_years_and_over_who_did_not_work_at_home_time_leaving_home_to_go_to_work_12_00_a_m_to_4_59_a_m | 0 | 1.00 | 3.46 | 2.25 | 0.00 | 1.80 | 3.00 | 4.80 | 1.53000e+01 |
| car_truck_or_van_drove_alone_estimate_workers_16_years_and_over_who_did_not_work_at_home_time_leaving_home_to_go_to_work_12_00_a_m_to_4_59_a_m | 0 | 1.00 | 3.64 | 2.48 | 0.00 | 1.80 | 3.20 | 5.00 | 1.91000e+01 |
| car_truck_or_van_carpooled_estimate_workers_16_years_and_over_who_did_not_work_at_home_time_leaving_home_to_go_to_work_12_00_a_m_to_4_59_a_m | 5 | 1.00 | 3.45 | 4.27 | 0.00 | 0.00 | 2.20 | 5.10 | 4.64000e+01 |
| total_estimate_workers_16_years_and_over_who_did_not_work_at_home_time_leaving_home_to_go_to_work_5_00_a_m_to_5_29_a_m | 0 | 1.00 | 3.23 | 2.12 | 0.00 | 1.70 | 2.90 | 4.30 | 2.02000e+01 |
| car_truck_or_van_drove_alone_estimate_workers_16_years_and_over_who_did_not_work_at_home_time_leaving_home_to_go_to_work_5_00_a_m_to_5_29_a_m | 0 | 1.00 | 3.26 | 2.24 | 0.00 | 1.60 | 2.90 | 4.40 | 2.13000e+01 |
| car_truck_or_van_carpooled_estimate_workers_16_years_and_over_who_did_not_work_at_home_time_leaving_home_to_go_to_work_5_00_a_m_to_5_29_a_m | 5 | 1.00 | 3.61 | 4.57 | 0.00 | 0.00 | 2.30 | 5.40 | 5.58000e+01 |
| total_estimate_workers_16_years_and_over_who_did_not_work_at_home_time_leaving_home_to_go_to_work_5_30_a_m_to_5_59_a_m | 0 | 1.00 | 3.95 | 2.11 | 0.00 | 2.40 | 3.70 | 5.20 | 1.65000e+01 |
| car_truck_or_van_drove_alone_estimate_workers_16_years_and_over_who_did_not_work_at_home_time_leaving_home_to_go_to_work_5_30_a_m_to_5_59_a_m | 0 | 1.00 | 3.97 | 2.21 | 0.00 | 2.40 | 3.70 | 5.30 | 2.29000e+01 |
| car_truck_or_van_carpooled_estimate_workers_16_years_and_over_who_did_not_work_at_home_time_leaving_home_to_go_to_work_5_30_a_m_to_5_59_a_m | 5 | 1.00 | 4.31 | 5.29 | 0.00 | 0.20 | 3.00 | 6.40 | 1.00000e+02 |
| total_estimate_workers_16_years_and_over_who_did_not_work_at_home_time_leaving_home_to_go_to_work_6_00_a_m_to_6_29_a_m | 0 | 1.00 | 8.28 | 3.24 | 0.00 | 6.00 | 8.20 | 10.40 | 2.23000e+01 |
| car_truck_or_van_drove_alone_estimate_workers_16_years_and_over_who_did_not_work_at_home_time_leaving_home_to_go_to_work_6_00_a_m_to_6_29_a_m | 0 | 1.00 | 8.40 | 4.06 | 0.00 | 6.10 | 8.20 | 10.20 | 1.00000e+02 |
| car_truck_or_van_carpooled_estimate_workers_16_years_and_over_who_did_not_work_at_home_time_leaving_home_to_go_to_work_6_00_a_m_to_6_29_a_m | 5 | 1.00 | 9.18 | 7.19 | 0.00 | 3.80 | 8.30 | 13.20 | 6.61000e+01 |
| total_estimate_workers_16_years_and_over_who_did_not_work_at_home_time_leaving_home_to_go_to_work_6_30_a_m_to_6_59_a_m | 0 | 1.00 | 8.65 | 2.77 | 0.00 | 6.80 | 8.70 | 10.40 | 2.23000e+01 |
| car_truck_or_van_drove_alone_estimate_workers_16_years_and_over_who_did_not_work_at_home_time_leaving_home_to_go_to_work_6_30_a_m_to_6_59_a_m | 0 | 1.00 | 8.72 | 2.98 | 0.00 | 6.90 | 8.60 | 10.50 | 2.91000e+01 |
| car_truck_or_van_carpooled_estimate_workers_16_years_and_over_who_did_not_work_at_home_time_leaving_home_to_go_to_work_6_30_a_m_to_6_59_a_m | 5 | 1.00 | 9.88 | 7.12 | 0.00 | 5.40 | 8.90 | 13.20 | 1.00000e+02 |
| total_estimate_workers_16_years_and_over_who_did_not_work_at_home_time_leaving_home_to_go_to_work_7_00_a_m_to_7_29_a_m | 0 | 1.00 | 14.68 | 3.23 | 5.20 | 12.70 | 14.60 | 16.60 | 3.37000e+01 |
| car_truck_or_van_drove_alone_estimate_workers_16_years_and_over_who_did_not_work_at_home_time_leaving_home_to_go_to_work_7_00_a_m_to_7_29_a_m | 0 | 1.00 | 14.74 | 3.59 | 0.00 | 12.60 | 14.60 | 16.70 | 4.71000e+01 |
| car_truck_or_van_carpooled_estimate_workers_16_years_and_over_who_did_not_work_at_home_time_leaving_home_to_go_to_work_7_00_a_m_to_7_29_a_m | 5 | 1.00 | 15.80 | 9.21 | 0.00 | 10.40 | 15.00 | 19.90 | 1.00000e+02 |
| total_estimate_workers_16_years_and_over_who_did_not_work_at_home_time_leaving_home_to_go_to_work_7_30_a_m_to_7_59_a_m | 0 | 1.00 | 11.58 | 3.20 | 0.00 | 9.40 | 11.30 | 13.60 | 2.67000e+01 |
| car_truck_or_van_drove_alone_estimate_workers_16_years_and_over_who_did_not_work_at_home_time_leaving_home_to_go_to_work_7_30_a_m_to_7_59_a_m | 0 | 1.00 | 11.79 | 3.80 | 0.00 | 9.40 | 11.50 | 13.90 | 4.71000e+01 |
| car_truck_or_van_carpooled_estimate_workers_16_years_and_over_who_did_not_work_at_home_time_leaving_home_to_go_to_work_7_30_a_m_to_7_59_a_m | 5 | 1.00 | 11.52 | 8.50 | 0.00 | 6.20 | 10.00 | 14.80 | 8.75000e+01 |
| total_estimate_workers_16_years_and_over_who_did_not_work_at_home_time_leaving_home_to_go_to_work_8_00_a_m_to_8_29_a_m | 0 | 1.00 | 13.90 | 4.99 | 2.10 | 10.30 | 13.30 | 16.80 | 4.25000e+01 |
| car_truck_or_van_drove_alone_estimate_workers_16_years_and_over_who_did_not_work_at_home_time_leaving_home_to_go_to_work_8_00_a_m_to_8_29_a_m | 0 | 1.00 | 13.80 | 5.22 | 0.00 | 10.20 | 13.20 | 16.50 | 5.29000e+01 |
| car_truck_or_van_carpooled_estimate_workers_16_years_and_over_who_did_not_work_at_home_time_leaving_home_to_go_to_work_8_00_a_m_to_8_29_a_m | 5 | 1.00 | 12.43 | 9.49 | 0.00 | 6.40 | 10.80 | 16.60 | 1.00000e+02 |
| total_estimate_workers_16_years_and_over_who_did_not_work_at_home_time_leaving_home_to_go_to_work_8_30_a_m_to_8_59_a_m | 0 | 1.00 | 7.15 | 4.07 | 0.00 | 4.40 | 6.20 | 9.00 | 4.75000e+01 |
| car_truck_or_van_drove_alone_estimate_workers_16_years_and_over_who_did_not_work_at_home_time_leaving_home_to_go_to_work_8_30_a_m_to_8_59_a_m | 0 | 1.00 | 7.01 | 3.77 | 0.00 | 4.40 | 6.40 | 8.90 | 5.45000e+01 |
| car_truck_or_van_carpooled_estimate_workers_16_years_and_over_who_did_not_work_at_home_time_leaving_home_to_go_to_work_8_30_a_m_to_8_59_a_m | 5 | 1.00 | 6.04 | 6.44 | 0.00 | 1.90 | 4.50 | 8.30 | 7.13000e+01 |
| total_estimate_workers_16_years_and_over_who_did_not_work_at_home_time_leaving_home_to_go_to_work_9_00_a_m_to_11_59_p_m | 0 | 1.00 | 25.13 | 5.57 | 8.30 | 21.40 | 24.70 | 28.10 | 5.20000e+01 |
| car_truck_or_van_drove_alone_estimate_workers_16_years_and_over_who_did_not_work_at_home_time_leaving_home_to_go_to_work_9_00_a_m_to_11_59_p_m | 0 | 1.00 | 24.67 | 5.55 | 0.00 | 21.50 | 24.60 | 27.70 | 5.92000e+01 |
| car_truck_or_van_carpooled_estimate_workers_16_years_and_over_who_did_not_work_at_home_time_leaving_home_to_go_to_work_9_00_a_m_to_11_59_p_m | 5 | 1.00 | 23.77 | 11.14 | 0.00 | 16.98 | 23.00 | 29.80 | 1.00000e+02 |
| total_estimate_travel_time_to_work_less_than_10_minutes | 0 | 1.00 | 8.40 | 4.13 | 0.00 | 5.60 | 7.80 | 10.60 | 4.09000e+01 |
| car_truck_or_van_drove_alone_estimate_travel_time_to_work_less_than_10_minutes | 0 | 1.00 | 7.98 | 4.68 | 0.00 | 5.10 | 7.50 | 10.30 | 1.00000e+02 |
| car_truck_or_van_carpooled_estimate_travel_time_to_work_less_than_10_minutes | 5 | 1.00 | 7.61 | 6.95 | 0.00 | 3.00 | 6.20 | 10.40 | 6.64000e+01 |
| total_estimate_travel_time_to_work_10_to_14_minutes | 0 | 1.00 | 10.58 | 4.02 | 0.40 | 7.80 | 10.40 | 13.00 | 2.69000e+01 |
| car_truck_or_van_drove_alone_estimate_travel_time_to_work_10_to_14_minutes | 0 | 1.00 | 11.24 | 4.23 | 0.00 | 8.30 | 11.10 | 13.80 | 2.81000e+01 |
| car_truck_or_van_carpooled_estimate_travel_time_to_work_10_to_14_minutes | 5 | 1.00 | 10.65 | 7.61 | 0.00 | 5.70 | 9.30 | 14.30 | 6.13000e+01 |
| total_estimate_travel_time_to_work_15_to_19_minutes | 0 | 1.00 | 12.73 | 4.17 | 0.00 | 10.00 | 12.50 | 15.30 | 3.70000e+01 |
| car_truck_or_van_drove_alone_estimate_travel_time_to_work_15_to_19_minutes | 0 | 1.00 | 14.02 | 4.52 | 0.00 | 11.30 | 13.70 | 16.60 | 5.29000e+01 |
| car_truck_or_van_carpooled_estimate_travel_time_to_work_15_to_19_minutes | 5 | 1.00 | 13.10 | 9.30 | 0.00 | 7.60 | 11.90 | 16.90 | 1.00000e+02 |
| total_estimate_travel_time_to_work_20_to_24_minutes | 0 | 1.00 | 13.68 | 3.99 | 1.40 | 11.10 | 13.60 | 16.10 | 3.24000e+01 |
| car_truck_or_van_drove_alone_estimate_travel_time_to_work_20_to_24_minutes | 0 | 1.00 | 15.18 | 4.35 | 0.00 | 12.60 | 15.00 | 17.70 | 4.55000e+01 |
| car_truck_or_van_carpooled_estimate_travel_time_to_work_20_to_24_minutes | 5 | 1.00 | 13.42 | 8.03 | 0.00 | 8.40 | 12.80 | 17.62 | 7.17000e+01 |
| total_estimate_travel_time_to_work_25_to_29_minutes | 0 | 1.00 | 5.98 | 2.11 | 0.00 | 4.60 | 5.80 | 7.20 | 1.99000e+01 |
| car_truck_or_van_drove_alone_estimate_travel_time_to_work_25_to_29_minutes | 0 | 1.00 | 6.58 | 2.44 | 0.00 | 5.10 | 6.40 | 7.90 | 2.36000e+01 |
| car_truck_or_van_carpooled_estimate_travel_time_to_work_25_to_29_minutes | 5 | 1.00 | 5.93 | 5.80 | 0.00 | 2.20 | 4.80 | 8.20 | 1.00000e+02 |
| total_estimate_travel_time_to_work_30_to_34_minutes | 0 | 1.00 | 16.28 | 4.51 | 3.40 | 13.30 | 16.00 | 18.90 | 4.07000e+01 |
| car_truck_or_van_drove_alone_estimate_travel_time_to_work_30_to_34_minutes | 0 | 1.00 | 17.17 | 4.97 | 0.00 | 13.90 | 16.80 | 20.00 | 4.21000e+01 |
| car_truck_or_van_carpooled_estimate_travel_time_to_work_30_to_34_minutes | 5 | 1.00 | 16.76 | 9.68 | 0.00 | 10.67 | 16.40 | 21.80 | 1.00000e+02 |
| total_estimate_travel_time_to_work_35_to_44_minutes | 0 | 1.00 | 8.56 | 3.09 | 0.00 | 6.60 | 8.20 | 10.30 | 2.69000e+01 |
| car_truck_or_van_drove_alone_estimate_travel_time_to_work_35_to_44_minutes | 0 | 1.00 | 8.66 | 3.38 | 0.00 | 6.60 | 8.40 | 10.40 | 3.10000e+01 |
| car_truck_or_van_carpooled_estimate_travel_time_to_work_35_to_44_minutes | 5 | 1.00 | 8.86 | 6.70 | 0.00 | 4.57 | 7.80 | 12.00 | 7.07000e+01 |
| total_estimate_travel_time_to_work_45_to_59_minutes | 0 | 1.00 | 10.90 | 4.40 | 0.00 | 7.90 | 10.40 | 13.50 | 2.97000e+01 |
| car_truck_or_van_drove_alone_estimate_travel_time_to_work_45_to_59_minutes | 0 | 1.00 | 10.13 | 4.37 | 0.00 | 7.40 | 9.80 | 12.40 | 5.45000e+01 |
| car_truck_or_van_carpooled_estimate_travel_time_to_work_45_to_59_minutes | 5 | 1.00 | 11.33 | 8.15 | 0.00 | 6.10 | 10.10 | 15.30 | 7.50000e+01 |
| total_estimate_travel_time_to_work_60_or_more_minutes | 0 | 1.00 | 12.89 | 7.61 | 0.00 | 7.60 | 11.20 | 16.50 | 4.99000e+01 |
| car_truck_or_van_drove_alone_estimate_travel_time_to_work_60_or_more_minutes | 0 | 1.00 | 9.04 | 5.39 | 0.00 | 5.30 | 8.10 | 11.60 | 4.71000e+01 |
| car_truck_or_van_carpooled_estimate_travel_time_to_work_60_or_more_minutes | 5 | 1.00 | 12.33 | 9.96 | 0.00 | 5.68 | 10.70 | 17.00 | 1.00000e+02 |
| total_estimate_workers_16_years_and_over_in_households | 0 | 1.00 | 14033.18 | 8981.71 | 157.00 | 7339.00 | 12736.00 | 18722.00 | 5.28780e+04 |
| car_truck_or_van_drove_alone_estimate_workers_16_years_and_over_in_households | 0 | 1.00 | 8883.58 | 6124.92 | 9.00 | 4144.00 | 7951.00 | 12072.00 | 4.29260e+04 |
| car_truck_or_van_carpooled_estimate_workers_16_years_and_over_in_households | 0 | 1.00 | 1212.42 | 1015.60 | 0.00 | 489.00 | 953.00 | 1633.00 | 8.35800e+03 |
| public_transportation_excluding_taxicab_estimate_workers_16_years_and_over_in_households | 0 | 1.00 | 2361.32 | 4278.90 | 0.00 | 327.00 | 880.00 | 2303.00 | 3.57320e+04 |
| total_estimate_workers_16_years_and_over_in_households_housing_tenure_owner_occupied_housing_units | 0 | 1.00 | 60.43 | 22.37 | 0.00 | 44.30 | 63.30 | 79.10 | 9.88000e+01 |
| car_truck_or_van_drove_alone_estimate_workers_16_years_and_over_in_households_housing_tenure_owner_occupied_housing_units | 0 | 1.00 | 63.52 | 20.62 | 0.00 | 50.30 | 66.20 | 80.00 | 1.00000e+02 |
| car_truck_or_van_carpooled_estimate_workers_16_years_and_over_in_households_housing_tenure_owner_occupied_housing_units | 5 | 1.00 | 59.16 | 22.92 | 0.00 | 43.48 | 59.60 | 77.20 | 1.00000e+02 |
| total_estimate_workers_16_years_and_over_in_households_housing_tenure_renter_occupied_housing_units | 0 | 1.00 | 39.57 | 22.37 | 1.20 | 20.90 | 36.70 | 55.70 | 1.00000e+02 |
| car_truck_or_van_drove_alone_estimate_workers_16_years_and_over_in_households_housing_tenure_renter_occupied_housing_units | 0 | 1.00 | 36.48 | 20.62 | 0.00 | 20.00 | 33.80 | 49.70 | 1.00000e+02 |
| car_truck_or_van_carpooled_estimate_workers_16_years_and_over_in_households_housing_tenure_renter_occupied_housing_units | 5 | 1.00 | 40.84 | 22.92 | 0.00 | 22.80 | 40.40 | 56.52 | 1.00000e+02 |
| total_estimate_vehicles_available_no_vehicle_available | 0 | 1.00 | 9.16 | 15.66 | 0.00 | 1.40 | 3.10 | 7.60 | 8.44000e+01 |
| car_truck_or_van_drove_alone_estimate_vehicles_available_no_vehicle_available | 0 | 1.00 | 2.48 | 4.79 | 0.00 | 0.70 | 1.20 | 2.10 | 5.69000e+01 |
| car_truck_or_van_carpooled_estimate_vehicles_available_no_vehicle_available | 5 | 1.00 | 7.21 | 11.53 | 0.00 | 0.40 | 3.30 | 8.30 | 1.00000e+02 |
| total_estimate_vehicles_available_1_vehicle_available | 0 | 1.00 | 25.49 | 11.48 | 1.50 | 16.40 | 24.10 | 33.40 | 7.14000e+01 |
| car_truck_or_van_drove_alone_estimate_vehicles_available_1_vehicle_available | 0 | 1.00 | 26.87 | 15.98 | 0.00 | 15.10 | 22.70 | 34.00 | 1.00000e+02 |
| car_truck_or_van_carpooled_estimate_vehicles_available_1_vehicle_available | 5 | 1.00 | 27.81 | 16.05 | 0.00 | 16.20 | 26.10 | 37.70 | 1.00000e+02 |
| total_estimate_vehicles_available_2_vehicles_available | 0 | 1.00 | 38.91 | 12.21 | 0.00 | 34.70 | 41.50 | 46.60 | 6.92000e+01 |
| car_truck_or_van_drove_alone_estimate_vehicles_available_2_vehicles_available | 0 | 1.00 | 42.13 | 10.10 | 0.00 | 38.40 | 43.50 | 48.10 | 1.00000e+02 |
| car_truck_or_van_carpooled_estimate_vehicles_available_2_vehicles_available | 5 | 1.00 | 37.73 | 14.36 | 0.00 | 29.90 | 37.90 | 46.40 | 1.00000e+02 |
| total_estimate_vehicles_available_3_or_more_vehicles_available | 0 | 1.00 | 26.44 | 13.73 | 0.00 | 16.30 | 27.80 | 36.10 | 7.16000e+01 |
| car_truck_or_van_drove_alone_estimate_vehicles_available_3_or_more_vehicles_available | 0 | 1.00 | 28.51 | 13.57 | 0.00 | 19.00 | 30.20 | 37.90 | 7.72000e+01 |
| car_truck_or_van_carpooled_estimate_vehicles_available_3_or_more_vehicles_available | 5 | 1.00 | 27.25 | 16.18 | 0.00 | 14.88 | 27.20 | 38.30 | 1.00000e+02 |
| total_estimate_percent_imputed_means_of_transportation_to_work | 0 | 1.00 | 8.56 | 3.13 | 0.00 | 6.50 | 8.00 | 9.90 | 2.83000e+01 |
| total_estimate_percent_imputed_time_leaving_home_to_go_to_work | 0 | 1.00 | 17.67 | 5.44 | 5.70 | 14.00 | 16.60 | 20.00 | 4.73000e+01 |
| total_estimate_percent_imputed_travel_time_to_work | 0 | 1.00 | 13.16 | 4.76 | 0.00 | 9.90 | 12.30 | 15.20 | 3.58000e+01 |
| total_estimate_percent_imputed_vehicles_available | 0 | 1.00 | 1.12 | 1.02 | 0.00 | 0.50 | 0.90 | 1.40 | 1.16000e+01 |
Footnotes
Jan Diehm. (2018). Gayborhoods [Data set]. The Pudding, data.world. https://data.world/the-pudding/gayborhoods. Accessed 10 April 2023.↩︎